class: center, middle, inverse, title-slide # Visualización de datos con
ggplot2
## Fundación Paz Ciudadana ### Ignacio Agloni, Verónica Canales, Klaus Lehmann --- ## Objetivos de la sesión Esta sesión se divide en dos: **Primera parte**: - Utilizar nociones básicas de datos ordenados para la manipulación de `data frames`. -- **Segunda parte**: - Conocer nociones básicas para la creación de gráficos claros y precisos. - Graficar datos usando el paquete `ggplot2`. -- En esta sesión trabajaremos con los datos del **Señor de los Anillos**, **ENUSC 2017** y la *data frame* del paquete `gapminder`. --- background-image: url(https://media.giphy.com/media/3ELDuBKag7o8E/giphy.gif) background-size: cover class: center, bottom, inverse # Datos ordenados --- ## Datos ordenados .pull-left[ > "In my experience the vast majority of graphing agony is due to insufficient data wrangling". > "Behind every great plot there's a great deal of wrangling" ] .pull-right[  ] --- ## Datos ordenados Algunas reglas a considerar (de acuerdo a Jenny Bryan): .pull-left[ - Usa `data.frames` - Se el jefe de tus factores - Manten tus datos ordenados - Reestructura tus datos ] -- .pull-right[ - ¡Hecho! - `forcats` 🐈 - ¿? - ¿?¿? ] -- .center[Aún nos falta revisar cómo mantener nuestros datos ordenados y cómo reestructurarlos cuando sea necesario. ] -- .center[ Antes de comenzar a ver gráficos, necesitamos conocer cómo mantener nuestros datos ordenados.] --- ## Datos ordenados Las tablas de datos o *data frames* son la estructura de datos más usadas en estadísticas y ciencias sociales. -- A pesar de su popularidad, trabajar con este tipo de datos muchas veces consume mucho de nuestro tiempo ⏳⏰ -- ### ¿Por qué nos toma tanto tiempo ordenar datos? -- Porque hay muchas maneras de ~~ser desordenado~~ representar la información contenida en una tabla de datos. ??? Algunos dicen que pasamos un 80% de nuestro tiempo ordenando nuestros datos, y un 20% quejándonos porque tenemos que ordenar. --- ## Datos ordenados `Tidyverse` tiene varias herramientas para lidiar con esta heterogeneidad.  -- Pero, ¿qué significa ordenar nuestros datos? --- ## Datos ordenados En términos sencillos, el concepto de datos ordenados (*tidy data*) puede ser descrito en base a 3 principios: -- - Cada variable forma una columna. -- - Cada observación forma una fila. -- - Cada valor debe tener su propia celda. -- [Wickham, H, (2014). *Tidy data*. Journal of Statistical Software ](https://www.google.com/url?sa=t&rct=j&q=&esrc=s&source=web&cd=1&ved=2ahUKEwjj7vHk6MPgAhXxY98KHSfyBIYQFjAAegQIBxAC&url=https%3A%2F%2Fwww.jstatsoft.org%2Farticle%2Fview%2Fv059i10%2Fv59i10.pdf&usg=AOvVaw2vJ6CHw9RT8m_noVUfoeP6)  --- ## Datos ordenados **¿Y qué nos ofrece `tidyverse` cuando los datos no vienen ordenados?** (O no están ordenados como yo quiero). -- Veamos un ejemplo concreto. Obviamente no es representativo de la inmensa diversidad de problemas que nos enfrentamos para ordenar los datos... -- Este ejemplo es prestado de las clases de Jenny Bryan: [Data wrangling, exploration, and analysis with R](https://stat545.com/index.html) -- ### *Data frame*: El Señor de los Anillos .center[  ] --- ## El Señor de los Anillos Tenemos la siguiente información para cada película de la trilogía de Tolkien separada en 3 tablas: <img src="data:image/png;base64,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" width="1001" style="display: block; margin: auto;" /> En cada tabla tenemos el número total de palabras dichas por cada personaje, separado por raza y sexo. -- ¿Qué sucede si queremos saber el número total de palabras dichas por hobbits de sexo masculino? ¿O si queremos saber si una raza domina en una película? --- ## El Señor de los Anillos <img 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" width="1001" style="display: block; margin: auto;" /> En realidad es muy sencillo, solo tendríamos que sumar las celdas... Pero si luego queremos graficar los datos utilizando un paquete estadístico como SPSS o Stata, ya no es tan intuituva la respuesta. -- ¡Tenemos que ordenar los datos! --- ```r comunidad <- tribble( ~race, ~female, ~male, "Elf", 1229, 971, "Hobbit", 14, 3644, "Man", 0, 1995) comunidad <- add_column(comunidad, film = "The Fellowship Of The Ring", .before = "race") dos_torres <- tribble( ~race, ~female, ~male, "Elf", 331, 513, "Hobbit", 0, 2463, "Man", 401, 3589) dos_torres <- add_column(dos_torres, film = "Two Towers", .before = "race") retorno_rey <- tribble( ~race, ~female, ~male, "Elf", 183, 510, "Hobbit", 2, 2673, "Man", 268, 2459) retorno_rey <- add_column(retorno_rey, film = "The Return Of The King", .before = "race") the_lord_of_the_rings <- rbind( comunidad, dos_torres, retorno_rey) ``` --- ## El Señor de los Anillos ¿Cómo debería verse esta tabla para que estuviese ordenada? -- **Pista**: ¿Qué es *male* y *female*? ¿Son variables? -- Las columnas *male* y *female* son valores, no son variables. Es necesario reunir esos valores para formar una columna que si corresponda a una variable. -- Esto se vería más o menos así: ``` ## # A tibble: 6 x 4 ## film race sex words ## <chr> <chr> <chr> <dbl> ## 1 The Fellowship Of The Ring Elf female 1229 ## 2 The Fellowship Of The Ring Hobbit female 14 ## 3 The Fellowship Of The Ring Man female 0 ## 4 Two Towers Elf female 331 ## 5 Two Towers Hobbit female 0 ## 6 Two Towers Man female 401 ``` Veamos como hacemos esto con código. --- background-image: url(https://d33wubrfki0l68.cloudfront.net/5f8c22ec53a1ac61684f3e8d59c623d09227d6b9/b15de/images/hex-tidyr.png) background-size: 75px background-position: 93% 8% ## `tidyr::gather` `gather` permite reunir la información de distintas columnas, para formar un nuevo par de variables ordenado. -- Para utilizar la función debemos: - Identificar qué columnas queremos reordenar. - Definir un nombre para la variable cuyos valores ahora son los nombres de las columnas que queremos reorganizar. - Definir un nombre para los valores que están bajo esas columnas. -- Con esto tenemos los principales parámetros de la función `gather` ```r str(tidyr::gather) ``` ``` ## function (data, key = "key", value = "value", ..., na.rm = FALSE, ## convert = FALSE, factor_key = FALSE) ``` --- background-image: url(https://d33wubrfki0l68.cloudfront.net/5f8c22ec53a1ac61684f3e8d59c623d09227d6b9/b15de/images/hex-tidyr.png) background-size: 75px background-position: 93% 8% ## `tidyr::gather` ```r the_lord_of_the_rings %>% gather(female:male, key = "sex", value = "words") ``` ``` ## # A tibble: 10 x 4 ## film race sex words ## <chr> <chr> <chr> <dbl> ## 1 The Fellowship Of The Ring Elf female 1229 ## 2 The Fellowship Of The Ring Hobbit female 14 ## 3 The Fellowship Of The Ring Man female 0 ## 4 Two Towers Elf female 331 ## 5 Two Towers Hobbit female 0 ## 6 Two Towers Man female 401 ## 7 The Return Of The King Elf female 183 ## 8 The Return Of The King Hobbit female 2 ## 9 The Return Of The King Man female 268 ## 10 The Fellowship Of The Ring Elf male 971 ``` --- background-image: url(https://d33wubrfki0l68.cloudfront.net/5f8c22ec53a1ac61684f3e8d59c623d09227d6b9/b15de/images/hex-tidyr.png) background-size: 75px background-position: 93% 8% ## mini-taller 1 ¡Ahora Uds! ¿Cómo reordenarían la siguiente tabla con `gather()`? ```r table4a ``` ``` ## # A tibble: 3 x 3 ## country `1999` `2000` ## * <chr> <int> <int> ## 1 Afghanistan 745 2666 ## 2 Brazil 37737 80488 ## 3 China 212258 213766 ``` **¡Para que el código funcione!**: Es necesario escribir 1999 y 2000 como sigue: ```r `1999` `2000` ``` Las `tibbles` admiten como nombre de variables caracteres que no son válidos para los `data.frame`. Es por esto que los números pueden ser nombres de variables. --- background-image: url(https://d33wubrfki0l68.cloudfront.net/5f8c22ec53a1ac61684f3e8d59c623d09227d6b9/b15de/images/hex-tidyr.png) background-size: 75px background-position: 93% 8% ## mini-taller 1 - Solución ```r table4a %>% gather(`1999`, `2000`, key = "year", value = "cases") ``` ``` ## # A tibble: 6 x 3 ## country year cases ## <chr> <chr> <int> ## 1 Afghanistan 1999 745 ## 2 Brazil 1999 37737 ## 3 China 1999 212258 ## 4 Afghanistan 2000 2666 ## 5 Brazil 2000 80488 ## 6 China 2000 213766 ``` --  --- background-image: url(https://d33wubrfki0l68.cloudfront.net/5f8c22ec53a1ac61684f3e8d59c623d09227d6b9/b15de/images/hex-tidyr.png) background-size: 75px background-position: 93% 8% ## `tidyr::spread` La función `spread()` es opuesta a la función `gather()`. -- A diferencia de `gather()`, `spread()` se utiliza cuando una observación está repartida en diferentes filas. -- ```r table2 ``` ``` ## # A tibble: 12 x 4 ## country year type count ## <chr> <int> <chr> <int> ## 1 Afghanistan 1999 cases 745 ## 2 Afghanistan 1999 population 19987071 ## 3 Afghanistan 2000 cases 2666 ## 4 Afghanistan 2000 population 20595360 ## 5 Brazil 1999 cases 37737 ## 6 Brazil 1999 population 172006362 ## 7 Brazil 2000 cases 80488 ## 8 Brazil 2000 population 174504898 ## 9 China 1999 cases 212258 ## 10 China 1999 population 1272915272 ## 11 China 2000 cases 213766 ## 12 China 2000 population 1280428583 ``` --- background-image: url(https://d33wubrfki0l68.cloudfront.net/5f8c22ec53a1ac61684f3e8d59c623d09227d6b9/b15de/images/hex-tidyr.png) background-size: 75px background-position: 93% 8% ## `tidyr::spread` ¿Usemos `spread()` para "desordenar" los datos que ordenamos del Señor de los Anillos? -- La función `spread()` necesita de dos paramétros: - La columna que contiene los nombres de las variables (`key`). - La columna que contiene los valores de distintas variables (`value`). **¿Cómo lo harían para tener una variable por raza?** ```r the_lord_of_the_rings %>% spread(key = ..., value = ...) ``` -- ```r the_lord_of_the_rings %>% spread(key = "race", value = "words") ``` --- background-image: url(https://raw.githubusercontent.com/allisonhorst/stats-illustrations/master/rstats-artwork/ggplot2_masterpiece.png) background-size: cover class: center, bottom, inverse # ¡Ahora sí podemos pasar a los gráficos! --- ## La importancia de la visualización La visualización juega un rol importante en las etapas del análisis de datos: - Exploración - Modelamiento - Diagnóstico -- > "The simple graph has brought more information to the data analyst's mind than any other device." - John Tukey -- **Los gráficos nos permiten comunicar y atraer la atención de una audiencia**: [The Joy of Stats](https://www.youtube.com/watch?v=V8lbiiTF2P0) ??? Los principales objetivos de los gráficos en estadística son: i) facilitar comparaciones ii) identificar tendencias --- ## The Datasaurus Dozen [Matejka & Fitzmaurice, 2017](https://www.autodeskresearch.com/publications/samestats) .center[  ] --- ## No todas las visualizaciones son igual de efectivas --  --- ## No todas las visualizaciones son igual de efectivas  --- ## Visualización efectiva Los gráficos requieren de nuestra capacidad visual para interpretar figuras geométricas. -- [Cleveland & McGuill (1985)](https://www.jstor.org/stable/2288400?seq=1#page_scan_tab_contents) - Las mejores visualizaciones son aquellas que requieren el uso de la "visión instantánea". - Y no requieren de un esfuerzo visual para ser comprendidas. -- .center[La "visión instantánea" nos permite evaluar visualmente **patrones geométricos** y dimensionar **magnitudes**] --- ## Visualización efectiva Cleveland ordena la dificultad de los elementos gráficos basado en la percepción para estimar variables cuantitativas. -- De menor a mayor dificultad: - **Posición** a lo largo de una escala común - **Posición** en escalas no alineadas pero idénticas - Longitud - Ángulo o pendiente - Área - Volumen, densidad o saturación del color - Tono del color --- ## Visualización efectiva <img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABPQAAAHmCAYAAAD0n9BYAAAMKGlDQ1BJQ0MgUHJvZmlsZQAASImVVwdUU8sWnVtSSWiBCEgJvYnSq9TQAghIFWyEJJBQYkwIKnbkoQLPgoooVvSpiGIHRGzYy0Ox948FFeX5sGBD5U8SQJ+u///6Z625d98zZ87Z59yZWTMAaMRyJZIcVBOAXHGeNC4siDUmJZVFegTIQAeoAyfA5PJkksDY2CgAZeD9T3l/AyCK91UHha9f+/+raPEFMh4ASCzE6XwZLxfi/QDg7jyJNA8AQhfUm0/Jk0BMhCyBjhQShNhCgTNV2FOB01U4SmmTEMeGOA0AMo3LlWYCoK7gxcrnZUI/6mUQO4r5IjHEzRD78YRcPsRfIB6WmzsJYg0biG3Sf/CT+Q+f6YM+udzMQazKRSnkYJFMksOd9n+W439Lbo58IIY5bDShNDxOkbOibtmTIhWYBvFZcXp0DMTaEF8T8ZX2CvxUKA9P7Lf/yJOxYc0AEwCUxucGR0JsCLGZOCc6ql/vlyEK5UAMa48miPI4CaqxKF86Ka7fPzpVIAuJH8BcqTKWwqZEnp0Y2O9znVDAGfDZVCBMSFbxRC/ni5KiIVaH+J4sOz6y3+ZFgZAdPWAjlccpOMN/joEMaWicygazyJUN5IV5C0Wc6H4clSdMCFeNxSbwuEpuehBnCWRjogZ48gXBIaq8sEKBOLGfP1YuyQuK67ffLMmJ7bfHmgU5YQq9GcStsvz4gbHdeXCyqfLFgSQvNkHFDdfJ4kbEqjjgdiAKsEEwYAE5bOlgEsgCotauhi74peoJBVwgBZlAABz6NQMjkpU9YviMBwXgL4gEQDY4LkjZKwD5UP91UKt6OoAMZW++ckQ2eApxLogEOfBbrhwlHoyWBJ5AjeiX6DzINQc2Rd8vOpbGgI4YQgwmhhNDiba4Ae6H++BR8BkAmzPuiXsN8PpuT3hKaCM8IlwntBNuTxQVSn9izgKjQDvkGNqfXfqP2eFW0KsbHoT7Qv/QN87EDYAD7gojBeL+MLYb1P7IVT6Y8fda9vuiOFJQyhBKAMXmZwbqdupug14UlfqxFipe6YPVYg/2/JwH+4f68eE78mdLbAG2DzuDHcfOYc1YA2BhR7FG7CJ2WIEH58YT5dwYiBan5JMN/Yh+icftj6momsyx1rHT8Ut/H8gTTM1TLBb2JMk0qShTmMcKhLu1gMUR84YPYzk7OsFdVLH3q7aWt0zlno4wz3/XzasBwPdgX1/foe+6iMsA7EkDgHrgu85mPFwazwA428yTS/NVOlzxIAAq0IArRR8Yw73LBmbkDNyBDwgAISACxIAEkAImwDoL4TyVgilgBpgLikEpWAJWgNVgPdgEtoGdYC9oAM3gODgNLoDL4Dq4C+dKB3gJusF70IsgCAmhIwxEHzFBLBF7xBnxRPyQECQKiUNSkDQkExEjcmQGMg8pRcqR1chGpAbZgxxEjiPnkDbkNvIQ6UTeIJ9RDKWhOqgRaoWOQD3RQDQSTUDHo5noZLQALUIXoZVoNboDrUePoxfQ62g7+hLtwQCmhjExU8wB88TYWAyWimVgUmwWVoJVYNVYHdYE//RVrB3rwj7hRJyBs3AHOF/D8USch0/GZ+Fl+Gp8G16Pn8Sv4g/xbvwbgU4wJNgTvAkcwhhCJmEKoZhQQdhCOEA4BddOB+E9kUhkEq2JHnDtpRCziNOJZcS1xF3EY8Q24mNiD4lE0ifZk3xJMSQuKY9UTFpF2kE6SrpC6iB9JKuRTcjO5FByKllMLiRXkLeTj5CvkJ+ReymaFEuKNyWGwqdMoyymbKY0US5ROii9VC2qNdWXmkDNos6lVlLrqKeo96hv1dTUzNS81EaridTmqFWq7VY7q/ZQ7RNNm2ZHY9PG0eS0RbSttGO027S3dDrdih5AT6Xn0RfRa+gn6A/oH9UZ6sPVOep89dnqVer16lfUX2lQNCw1AjUmaBRoVGjs07ik0aVJ0bTSZGtyNWdpVmke1Lyp2aPF0HLSitHK1SrT2q51Tuu5NknbSjtEm69dpL1J+4T2YwbGMGewGTzGPMZmxilGhw5Rx1qHo5OlU6qzU6dVp1tXW9dVN0l3qm6V7mHddibGtGJymDnMxcy9zBvMz0OMhgQOEQxZOKRuyJUhH/SG6gXoCfRK9HbpXdf7rM/SD9HP1l+q36B/3wA3sDMYbTDFYJ3BKYOuoTpDfYbyhpYM3Tv0jiFqaGcYZzjdcJPhRcMeI2OjMCOJ0SqjE0ZdxkzjAOMs4+XGR4w7TRgmfiYik+UmR01esHRZgawcViXrJKvb1NA03FRuutG01bTXzNos0azQbJfZfXOquad5hvly8xbzbgsTi1EWMyxqLe5YUiw9LYWWKy3PWH6wsrZKtppv1WD13FrPmmNdYF1rfc+GbuNvM9mm2uaaLdHW0zbbdq3tZTvUzs1OaFdld8ketXe3F9mvtW8bRhjmNUw8rHrYTQeaQ6BDvkOtw8PhzOFRwwuHNwx/NcJiROqIpSPOjPjm6OaY47jZ8a6TtlOEU6FTk9MbZztnnnOV8zUXukuoy2yXRpfXrvauAtd1rrfcGG6j3Oa7tbh9dfdwl7rXuXd6WHikeazxuOmp4xnrWeZ51ovgFeQ126vZ65O3u3ee917vv30cfLJ9tvs8H2k9UjBy88jHvma+XN+Nvu1+LL80vw1+7f6m/lz/av9HAeYB/IAtAc8CbQOzAncEvgpyDJIGHQj6wPZmz2QfC8aCw4JLgltDtEMSQ1aHPAg1C80MrQ3tDnMLmx52LJwQHhm+NPwmx4jD49RwuiM8ImZGnIykRcZHro58FGUXJY1qGoWOihi1bNS9aMtocXRDDIjhxCyLuR9rHTs59tBo4ujY0VWjn8Y5xc2IOxPPiJ8Yvz3+fUJQwuKEu4k2ifLEliSNpHFJNUkfkoOTy5Pbx4wYM3PMhRSDFFFKYyopNSl1S2rP2JCxK8Z2jHMbVzzuxnjr8VPHn5tgMCFnwuGJGhO5E/elEdKS07anfeHGcKu5Pemc9DXp3Tw2byXvJT+Av5zfKfAVlAueZfhmlGc8z/TNXJbZKfQXVgi7RGzRatHrrPCs9VkfsmOyt2b35STn7Mol56blHhRri7PFJycZT5o6qU1iLymWtE/2nrxicrc0UrpFhsjGyxrzdOAh+6LcRv6b/GG+X35V/scpSVP2TdWaKp56cZrdtIXTnhWEFvwxHZ/Om94yw3TG3BkPZwbO3DgLmZU+q2W2+eyi2R1zwuZsm0udmz33z0LHwvLCd/OS5zUVGRXNKXr8W9hvtcXqxdLim/N95q9fgC8QLWhd6LJw1cJvJfyS86WOpRWlX8p4Zed/d/q98ve+RRmLWhe7L163hLhEvOTGUv+l28q1ygvKHy8btax+OWt5yfJ3KyauOFfhWrF+JXWlfGV7ZVRl4yqLVUtWfVktXH29Kqhq1xrDNQvXfFjLX3tlXcC6uvVG60vXf94g2nBrY9jG+mqr6opNxE35m55uTtp85g/PP2q2GGwp3fJ1q3hr+7a4bSdrPGpqthtuX1yL1sprO3eM23F5Z/DOxjqHuo27mLtKd4Pd8t0v9qTtubE3cm/LPs99dfst9685wDhQUo/UT6vvbhA2tDemNLYdjDjY0uTTdODQ8ENbm02bqw7rHl58hHqk6Ejf0YKjPcckx7qOZx5/3DKx5e6JMSeunRx9svVU5Kmzp0NPnzgTeOboWd+zzee8zx0873m+4YL7hfqLbhcP/On254FW99b6Sx6XGi97XW5qG9l25Ir/leNXg6+evsa5duF69PW2G4k3bt0cd7P9Fv/W89s5t1/fyb/Te3fOPcK9kvua9yseGD6o/pftv3a1u7cffhj88OKj+Ed3H/Mev3wie/Klo+gp/WnFM5NnNc+dnzd3hnZefjH2RcdLycveruK/tP5a88rm1f6/A/6+2D2mu+O19HXfm7K3+m+3vnN919IT2/Pgfe773g8lH/U/bvvk+enM5+TPz3qnfCF9qfxq+7XpW+S3e325fX0SrpSrPApgsKEZGQC82QoAPQUABjxDUMeq7mZKQVT3SSUC/wmr7m9KcQegDr4Ux3D2MQB2w2Y1B97hAgBQHMETAgDq4jLY+kWW4eKs8kWDNxbCx76+t0YAkJoA+Crt6+td29f3dTMkexuAY5NVd0KFKO6gG1wV6ApTjIOf5N9ueHHd7GAz/gAAAAlwSFlzAAAWJQAAFiUBSVIk8AAAAZ5pVFh0WE1MOmNvbS5hZG9iZS54bXAAAAAAADx4OnhtcG1ldGEgeG1sbnM6eD0iYWRvYmU6bnM6bWV0YS8iIHg6eG1wdGs9IlhNUCBDb3JlIDUuNC4wIj4KICAgPHJkZjpSREYgeG1sbnM6cmRmPSJodHRwOi8vd3d3LnczLm9yZy8xOTk5LzAyLzIyLXJkZi1zeW50YXgtbnMjIj4KICAgICAgPHJkZjpEZXNjcmlwdGlvbiByZGY6YWJvdXQ9IiIKICAgICAgICAgICAgeG1sbnM6ZXhpZj0iaHR0cDovL25zLmFkb2JlLmNvbS9leGlmLzEuMC8iPgogICAgICAgICA8ZXhpZjpQaXhlbFhEaW1lbnNpb24+MTI2ODwvZXhpZjpQaXhlbFhEaW1lbnNpb24+CiAgICAgICAgIDxleGlmOlBpeGVsWURpbWVuc2lvbj40ODY8L2V4aWY6UGl4ZWxZRGltZW5zaW9uPgogICAgICA8L3JkZjpEZXNjcmlwdGlvbj4KICAgPC9yZGY6UkRGPgo8L3g6eG1wbWV0YT4KUt0qUAAAABxpRE9UAAAAAgAAAAAAAADzAAAAKAAAAPMAAADzAAEU3lhHfmkAAEAASURBVHgB7N0JuHRFeSfw+gBFURBxYRHwA0E+VtmVRUBwQ1BUFCOoSSYZZ9weo1lGHbNpFkcTo5OMZiYmGhdUVIKyiKAChk0B2WXfRBBZAopL3OipX2Fd++uvu2/f7tN9u+9963n6dt9z6tSp86869a/3X29VrWjlkCIEAoFAIBAIBAKBQCAQCAQCgUAgEAgEAoFAIBAIBAKBwEwgsCIEvZkop8hkIBAIBAKBQCAQCAQCgUAgEAgEAoFAIBAIBAKBQCBQEAhBLypCIBAIBAKBQCAQCAQCgUAgEAgEAoFAIBAIBAKBQCAwQwiEoDdDhRVZDQQCgUAgEAgEAoFAIBAIBAKBQCAQCAQCgUAgEAgEQtCLOhAIBAKBQCAQCAQCgUAgEAgEAoFAIBAIBAKBQCAQCMwQAiHozVBhRVYDgUAgEAgEAoFAIBAIBAKBQCAQCAQCgUAgEAgEAoEQ9KIOBAKBQCAQCAQCgUAgEAgEAoFAIBAIBAKBQCAQCAQCM4RACHozVFiR1UAgEAgEAoFAIBAIBAKBQCAQCAQCgUAgEAgEAoFAIAS9qAOBQCAQCAQCgUAgEAgEAoFAIBAIBAKBQCAQCAQCgcAMIRCC3gwVVmQ1EAgEAoFAIBAIBAKBQCAQCAQCgUAgEAgEAoFAIBAIQS/qQCAQCAQCgUAgEAgEAoFAIBAIBAKBQCAQCAQCgUAgMEMIhKA3Q4UVWQ0EAoFAIBAIBAKBQCAQCAQCgUAgEAgEAoFAIBAIBELQizoQCAQCgUAgEAgEAoFAIBAIBAKBQCAQCAQCgUAgEAjMEAIh6M1QYUVWA4FAIBAIBAKBQCAQCAQCgUAgEAgEAoFAIBAIBAKBEPSiDgQCgUAgEAgEAoFAIBAIBAKBQCAQCAQCgUAgEAgEAjOEQAh6M1RYkdVAIBAIBAKBQCAQCAQCgUAgEAgEAoFAIBAIBAKBQCAEvagDgUAgEAgEAoFAIBAIBAKBQCAQCAQCgUAgEAgEAoHADCEQgt4MFVZkNRAIBAKBQCAQCAQCgUAgEAgEAoFAIBAIBAKBQCAQCEEv6kAgEAgEAoFAIBAIBAKBQCAQCAQCgUAgEAgEAoFAIDBDCISgN0OFFVkNBAKBQCAQCAQCgUAgEAgEAoFAIBAIBAKBQCAQCARC0Is6EAgEAoFAIBAIBAKBQCAQCAQCgUAgEAgEAoFAIBAIzBACIejNUGFFVgOBQCAQCAQCgUAgEAgEAoFAIBAIBAKBQCAQCAQCgRD0og4EAoFAIBAIBAKBQCAQCAQCgUAgEAgEAoFAIBAIBAIzhEAIejNUWJHVQCAQCAQCgUAgEAgEAoFAIBAIBAKBQCAQCAQCgUAgBL2oA4FAIBAIBAKBQCAQCAQCgUAgEAgEAoFAIBAIBAKBwAwhEILeDBVWZDUQCAQCgUAgEAgEAoFAIBAIBAKBQCAQCAQCgUAgEAhBL+pAIBAIBAKBQCAQCAQCgUAgEAgEAoFAIBAIBAKBQCAwQwiEoDdDhRVZDQQCgUAgEAgEAoFAIBAIBAKBQCAQCAQCgUAgEAgEJiLotVqtdOedd6bvfve7aYMNNkibbbZZetjDHhboBwKBQCAQCAQCi4ZAcNOiQR83DgQCgUAgEOiDQPBTH3DiVCAQCAQCgcAcAhMR9B544IF00kknpfe///1p4403Tq973evSXnvtlR760IfOZWTcP37+85+nH//4x+k///M/0y9/+cu09tprp4c85CFp3XXXLeKi/5sOnvsXv/hF8r3OOuuUe65YsaLp20R6gUAgEAgEAkMgMCluwgM+Ai7wiTA7CDCslZ++Q3D57JRb5DQQmGUEJslP2jbtXLew1lprFftlHHZSt/stpWOV+2GIO3xHWHwEwj5f/DJoz0G8J+1oDPd7IoKerBHSPvKRj6T3ve99adddd01/8Ad/kJ7ylKcUUW24rA921fe///3iGXjTTTel66+/vvwm7PEQ3GijjdImm2ySnvjEJ6ZNN920fNZff/3BEh4g1n/8x3+kK6+8Mn3ve99LT37yk9OqVasmKmIOkMWIEggEAoHAkkFAJ+1HP/pR+uEPf1gEGIM2j3jEI9J6661XDJJuDzoJbrr88svTtddeWwymHXbYIW233XY989Mtj0vp2L333ls4Ee6PetSjCgc//OEPn+pH/MEPflC4/Lbbbktbb7114XJ1KkIgEAgEAsMgwIBln3AqeOQjH9kziUnw07e+9a10zTXXlAGLbhkhRGmrfeT18Y9/fJltNS3i1Lg4ZdR0qw149913p6222qrYgcEb3WrY5I/Vsgn7fPLYd96xlkW8J53ILOz/gQQ9jZrpsohlIeEJT3hC8cir15h2+9d//dfpox/9aDryyCPTH/7hH6Ztt922nm70G1nK8xe/+MX0yU9+Ml100UUl/4Q8XnI/+9nPyocB+JjHPCbtt99+6U1velM66KCDGsvHN77xjfQnf/In6Utf+lIRMN/ylreUezV2g0goEAgEAoFAoAhlOgU33HBDuuSSS9LVV1+d7r///vToRz+6cMzOO+9cvv3fzQgZNzdp+//mb/6mGEx/+qd/mv7oj/6oiIzLsehOPPHE9IEPfKAMsD372c8uHvtEzmkOV111VXr729+ejj/++PTf//t/T29729vSFltsMc1ZjrwFAoHAFCLA5sBN2pRzzjkn7bHHHvPaHePmpz//8z9P7373u8ssJjaS2VN1NlH1Tgbl4x73uDKYceihh6ZDDjmkiFQGzBY7jItTRknXwOKnPvWp9Hd/93fF1sT5v/Ebv9FXvF1sHJfT/cM+n47SjvekwXLIjfW84fOf/3zr4IMPbm2++eYDf3Jnt/V//+//XSPtM844o6SV19Fr/cM//EMre8utEWfUA9k7o3XBBRe0XvOa17QyAbXyiFIre0S0nvvc57Ze/epXt1772te2XvrSl7YOPPDA1o477tjKnnrl/HHHHTfqrVe7/utf/3rrOc95Dh/2VvZIbGX1ebXz8U8gEAgEAoHAaAhkA6mVPada73nPe1rbb799K3tZt7LHdeGqDTfcsJW99Fo77bRTOX/zzTe3xO8WxslN/+N//I9Wnq5UuCALeq3ciemWhWVx7Nhjj21lAa9g8aIXvah18cUXT/1zZw+W1otf/OKS5yzotb797W9PfZ4jg4FAILD4COSprK177rmnlWcJtfJAU+vcc89t/e///b9bT3va01p5hlDrQx/60ECZHCc//dmf/Vkre46V9u2pT31qsZ1e//rXt3zYS694xStaz3zmM1t5VlWxqbKI18qDMa0vfOELrSxODpT/cUYaF6cMm+5Pf/rTVnYmaT396U9v5RlgrTwzrZUHHMcJQaS9QATCPl8gYGOIHu9Js6DybJg3VEEve9y1Oj9EPuJd/RDQ8uhO+eQ189ZIWwEyvPJaeq3DDjus5aXqZWCtcfEAB7IXYSuv19d6xjOeUQy57JHRyqMirdNOO20N4vnJT35S7p89BVs66Yi2yRANRpNoRlqBQCAQCKyOAO645ZZbWtljqrVy5crWNtts0zr66KNb733ve8uA0u/93u+19tlnn1aeKtTKntitd77zna277rpr9UR+9d84uSkEvV9DfvLJJ7eOOOKIIrK+8Y1vbGVPlV+f/NWvvOZtET0Nzvm92CEEvcUugbh/IDCbCGjD8nJDrZe//OXFLmEzGWTKHnCtxz72sQMLeuPkp3ZBD0eyozqDdjgvIdT60zwgZUDGMxCsTjnllJa8LWYYhFOGyd8w6RJw84yw1gtf+MIyqPiXf/mXrTytc5jbxzVjRCDs8zGCO0DS8Z4MANICowwk6F133XWt7DrcytNk1vjwwjPC5PPBD36w9apXvaqMOhnJIQR2C7znnve85xUjK0/BbeX1abpFW/Axxt03v/nN1uGHH17IkriYN+Bo6Yz3C4iK91xT+aj3igajIhHfgUAgEAg0j4C2m7dDXp+mte+++7Y+/elPr9GOX3bZZcW7iofcLrvsUrwKeuVkXNwUgt6vEeepQMTjmXfjjTd29dLnzZKnt5Z+R1779tcXL9KvEPQWCfi4bSAw4wjkJYtaecmFVl57swhhBxxwQPEkz2vnLUjQA8O4+GkQQa8WA8798Ic/XGY15eUris2X19+rpxflexBOGSZjw6SLu/7bf/tvZYDRQGN4cw+D/PivCft8/Bj3u0O8J/3QGe7cQILeIElTWy+99NIylXXLLbcsLsZ5wdeul/KMe+tb31pcvAl7XqwmAuLUgJpmldeBKGKeSrNYIRqMxUI+7hsIBALLBYF/+7d/K1OCPvOZz7Ty2qldH/td73pXi7e2qUJ///d/39MrfFzcFIJe12LpefBzn/tcK2+eVYwi054WO4Sgt9glEPcPBGYTAd5u559/fgs/+SYScWRgpyzEQ8/Tj4ufFiLoyQdby3TcvFlGK2/4V57N8eUe9D84v1jeKa+Z1+IME2E6EQj7fPHKJd6T8WDfmKB36623lgbe2nimOVmrqF/4xCc+UUapTJPye9RptyoII2D33Xcv60DkhWaLK3i/PIz7XDQY40Y40g8EAoHljoApTUbBGRndAm6xho31injp/a//9b/6TuNsmpvkKQS9biXT+1gIer2xiTOBQCAw2wgMK+h56nHw00IFPfnImzwVQdLae/0GycRdLiFvttjKmzG2eJXfd999y+WxZ/I5wz5fvGKL92Q82A+0y+18e3Dkhiv94z/+Y9m5Lk9pSn/8x3+c8sKqfS+z66x4eW27shPs7//+76dRdkuy3bH08tTfZIv1LCqmN7/5zWVXpr4ZGfBkFgzLDlB2p8ojbimvH5Hy4utlxyK/u4WF7KKz0PRr/Lx2RcnDwx/+8JKF7ClZ8uk4POvxbvmLY4FAIBAILHUE8lIKKRssKS8JkTbYYIOUvfXSb//2b/d87Ka5yY2a3uW2tv8L4aM8Vapwgx3ecUM2xFIWO8sxO43lLkayw6FzvTitHbSaXvYaSVkoLTxUd5GXrjR97CoMd+cE51zrG1f72FGx/XheriNlozfpW7zjHe9IRx111Nyt3Uv+Oq9pT2su8q/uBy/c2H5te5z6W76yQJzwp/RgId92TY5dbitK8R0IBAKjIICD8sBSaWP8/p3f+Z2BkxsHP7XvcpvX0Et5XfGUpwT3zVPe1LC00Wyvv/qrv0p5PdTyPO0XDcNTrncdbsuzvEpbrK3X5muP83q4a+StnTt68YB0xcNX0sZN7mNHX7acdDt5b9B0a57zJo8l7UFtxMqhTXGyfDQZ5AsfwgtW7Ek46Tsok25hoWVX01ho2dTrKmcrT7jLl3xmD9jy3Sufg9jnw6Zd87bQ72ExcB+4N13/5Ec7kDcWLe9JfR59Re+RuqFf1d5v7Ib3IO+ROJ6hVz9t2t+Vis1ifo8s6CmAvNZNadDzwp8JMTCWOhvGzofMbufFyCHA2cpbZzkvtNoZbeD/bf+eF2tNX/nKV8q26n/xF3+RjjzyyIGv7xcRqdhiPq/5k6644op0++23pzx9q+Q3TwtKO++8cxEOGS7tYZAGQ/xh0r/jjjvSV7/61ZRdutOznvWslBd+T4jV/5dffnlpgPOuVEn+IgQCgUAgsBwR0ME5/fTTi/GUR2TToYceOu+AU9PcBPcmBb1h+EIeshd9yjslprwMRTrkkEMKb2VP+sJrBCtcnhdsT3lH4J6cJh0dr7xrY8oLpBeuyd6RxdDC33n6VekA4iJp4iMd6+c///klTde7FkfhUdf4MKocz+sdpuzhkPJaUSlPpS5G18te9rKU10d0aQkrV65MeXf6YljkDU5KWvjQvR3vHMQiCkr3O9/5TsrrWJU4DLj2oBMpDc+Ulw5J+jLyLc3tttuudJTzZl4lT3kDrZSX9kh5I7D2JOJ3IBAIBAIDITCKoDcOflqooEc8+bM8SJY981L2fC/2X96MarVnH5anDMBph/MmhSmviV7aZQMxtT3ea6+90m677ZbybLA5AbEXp7RniCiFj3ABO85vgsRGG21UuIkNhfvyNOg5+3WQdN1j2GdtipPbn7OJ3wQbz44LL7zwwoKXMtc/2HPPPVPeoTnl3XvXEFaHKTv5HaZsiI133nln6Wdccskl6dprry11hR2uj6A85VM96aZH9LPPR017mDIYBoN6n3HVPzjkDUxT3hOhvHN5X4Ii5OWN6Eq/MS9FUkRUGOt7cejSHnRqIU3006b1XallMBXfozr+mVr7yle+suxqa3fB3FAOlGTuQJf17uyImxvossX3QBf2iPTRj360LNKaQW1lY6X17//+7z1iDn44Gy6t2267rZW9D1uZQMqaf3bnzQ1Z2e03jxa1rBeYPQPLdvSdOz3N59I7Svo2/7BLsOc1hcxOj3mUrOzymF+mVn65WtaWihAIBAKBwHJBQBtsjSJLQFj3zHo2djzPo/Zl4wybOOWOaV84muYmN2tiyu0ofCEPedCrlQd5CmdY3+df//VfWwcddFDr8Y9/fFlf0CLteXS17MxnSlgWuFy2RsD5ecCste2225brcKDpzHYSttSFNLMINrfz/X777bfaRiS9eNGC7y94wQvKOoc1L/LjN66tn9/6rd+a2xm3/Zms6YSvO4NNUaSLK3/zN3+zlTv+q0XJI78lPddb08o9syhYdkW2sZbNVrK3f2v//fcvaWRBLxY6Xw3B+CcQCAQWgsAoU27HwU9ZnCv2jTay1y639fmsCfjFL36x7HCbhbZih5x33nn1dFk+aVi7KYsarU9+8pOtvffeu5UHXQqHWKPPplc4JnsKlY88ZhFj7p69OKVGyMJP62Mf+1grCzxld15pS88SUY95zGMKx9h9mA1lymwN86U7LZxc89vEt/pV7cknPelJhXef8IQnlPVsYZW97VvZCaesB5kFn7lbDlt2w5aNDbWyJ2mxxeVJWcqvuqIvgsttToL/PVNn6Fe2o6bdea/5/h8Wg0nVv0033bSVRf+ic9AVrBFJC8lieNmvQJ9JPzI7ZpW+d+fzNtFPa09jlP5rZ96W0v8jeehxgcy7HaV3v/vdxS3a1Ji8y22Z1pKJYd6Q1zUq05+4UeetvYun3rwX9YiQdzosaRndz9vDj+zx5za8DLiVZyOweCWYRsxTwMg8RdwIUq5kyYjZi1/84vQHf/AHxdsgV+6Sy34jAKOmz1vQFOO8rXp6zWteU1xejzvuuHLf/PIVNf13f/d3UybGciz+BAKBQCCw1BEw6s5L28hyHYnnpZc7eYln1Ste8YqUOx7zwtAkN7lZEx56o/IRvuLF/uUvf7nwg2kSPOPyurPF0yHvVFg8InjO5Y5xMvXqpS996WqjrXjv/e9/f1lewzTavKlVGb2VN8tn5E5ySeuII44oI+SVC42U82QXevHiDTfcULz9eU/4rfxyZ6vkVfnVIK0s0KVsZBQOrs+UBbmUN9sqI/I1rm/egGYAfOELX0hZ0Ev/83/+z5TFyLkovBRNf/v4xz9epnvwPDAivc022xTPAfmBjVFmI9bhoTcHXfwIBAKBIRAYxUPP7Zrmp3YPPb/ZMrihBraeZQi0/9pDy1do79lCvJV551XP6FF4yqwjnn+8wvJAXHrhC1+Y8oBR4vnFE5xHkI9ZYP/lv/yXOQ+9Xpwi/679l3/5l8Jb2nAe1zhv1apV5Xre2NLkFXj44YeX5ZpwgNAvXedHeVbXN8HJ0mky8Hr727/927J8lemWBx54YHr6059ePCThpNzxob5BHqic49Jhym7UssnrOBZPS16bvMN4EOJofcCTTjop5XWVk36B5bd4jrWHfmXr3Chpt99nvt+jYDDJ+sfrkf5BYzHdFub6kPrcPGnNgODNV3UgU99raK/nw/bT2tPgoTtM/7XmZ8l+j6JO5ik1rZe85CVlofEs5BX1diHpfeQjHymj/EbB//mf/3khl64RNxNk8RbIBdXKAldXlXiNi/oc4OnB64+nm1EJijDPhPZg0dMPfOADrUwMZccqXgvtC7P3GwEYNf12Dz0qOQXd6NP/+T//pzx7txGJ9rzH70AgEAgElhoCPAd4iBmx5WXFg8BvGzXlZRNa2t1BQpPc5H6jeuiNyhfy0D7CyTM+i5utLHY5VUKeYtPK4lgLH/Py/pM/+ZNW7mzW0+X7S1/6UvFYw4nvfe97W3nK0tz53OEqHoA86ozmdl5bI/bjxRqn4p87ka1+u9y2PxMPu4V66PEw4IFvVD9Pyyne/SeeeOJqXpzSzIJswUX/Ijz0ainFdyAQCAyDwCgeeu5X28cmbCfptXvoseW0gaeeemr5nHLKKcXTPYs8ZTZWFvGKV05evqDs1tvuyT0qT+XBouI5l6e+tk444QRZWy3kZSFaWUxaw0O6F6ewg7Kw08rOGKU/kJd+KLO3Ou0jtpyNmDxzO6f1SlemRn1WabTz17CcLJ2mAj5k9+ZlMIqXG4+r9vJ1nyzotbLIVzz2skPP3AZjCy27UcsmLx3Syk4sLf0OXqPtgceb/kAWfXrOVutXtqOm3Z6Xfr9HwWDS9U/fx0yXLLK3zKaoQT8vO3WVmR3imM0A//bQXs+H6adJqz2NaXhX2p9vWn4bAR8qePGzV1wpRIJSHrHp6tbaL/FPf/rTLQ03w8suSaOEuuOSCpU901pcZkcJSCMvxF0MQt/cdrsF07vyaFZxA+cmjhBq6NdgjJp+u6DHaDWtLHteLLgMal7jOxAIBAKBWUdAO21wx6COJSB0PE0JZYT81//6X0unIHvszfuYTXKTm40q6I3KF/LQ3iEyJfYzn/mMw6uFPMreOuCAA8rU0m4DY3W3YKLpmWeeudq1pq6aAqPTl9e9W00sbI/YjxdrvGqwjlvQ03E/5phjyjTb7bffvhgIjMbO0I5dCHqd6MT/gUAgsBAERhX0muandkHPYI7BjfYPA9p0V9PqTGvMnmxF5Gt3YPD8o/IU0ZBImT2ky9Rb4ppphfOFXpxCWHjta19bptTmtd9axMmFhF7pSmPUZ5VGO68My8nSaSpUPsThytjzdwYilME8Uy4NlFbBb6FlN2rZdOar8//ah7BUB62iU8TtV7adaXX+P1/anfF7/T8KBotR/0y9tlRL5ztJ4DMNl/5iCTZ5aw/t9bwJQW8a3pX255uW30MLeubY6wgrQGvkEJMWGozAZNfn0plmhDEIhg3/9E//VEbZ5ccoTHbZHjapch3lP08RKutKGHnobAzaE8+bgrTy5hOFNDRq1SDo12CMmn67oMc7j5dB5yhFex7jdyAQCAQCyw0BI+9GkXXmeY7lTTFaX/va1+blmia5CeajCnqj8oU8tHeqXvSiF7Xysg0OrxYc05HHo9aqy9MpVjvPa88AnDXpunFsnm5RDD/ru+ZpK6tdW//px4s1Tu0wj1vQ49HJs93zvuENb2jl6cY1C6t9n3/++a1nP/vZJV4IeqtBE/8EAoHAAhEYVdBrmp/aBT2C3XOe85zCA7jAJy+hUBwl8tJILfZOnl7X9YlH5am8u3lZh5WAmJdzKN5ieAQPET94JXULvTjljDPOKANU1vgiPrWvj9ctnc5jvdIVb9RnlUYTnCydpkLlQ55t+FD+8Hznh0DGPtaPYIsKCy27UctmvmfmZWp9ftxu5kG756Vr+5XtqGnPd309PwoGi1H/rMF89tln1+zPfV9//fVlEBfWZm3mJW/mzvnRXs+bEPSG7b+ulqkl+M/Qgl598TWUr371q9eYjjoIVnn9t7L4qUrAUOh84QZJo8ZpT2uYkZiaTv3+u7/7uzICMZ9BIb4FYfNOs6Xh4K2X57WXZPo1GKOm3y7oMTS4HUcIBAKBQCAQWB0BAyyWRsjr4hSP69e97nVrTNlZ/YpWq51PRuUmaY8q6I3KF/LQ3qnq5cXOw7HfBhJG5nlp2CAir1Mj2bnA85HRxGP8N7tsPlEj9uPFGmdSgp7RZouu80iwuZSZB91CCHrdUIljgUAgMAwCowp6TfNTu6BneSHLLwwTRuWpvE5e641vfGNZbJ+nIC7B25w08LAZUDzCqtNEzWMvTrFcg+mjBCoi1EJDr3SlM+qzSqMJTpZOUyGvNVg8MPGhmXc2muj20QeAqRkQRClhoWU3atmUm/7qD95WZzka2fQqr4dYZg3mdfWKXW7JjE5v0n5lO2ra7df3+z0KBotR/8y86LbxqRmRNkqh5Rx55JGtvOvwao/dXs+bEPSG7b+ulqkl+M9Qgh5vNZ5oXmrurCpWr45wP8ysbVAVdGvuDDIVqld6RnDyZhiFAKzvY2rQsOlxJ80LZxePDg1CXky7123LcRXcvHKVOS/WOufV0KvBaCL9dkGvmydF3wzHyUAgEAgElhECOhiMAm10r/V52uFokpukO4qg1wRfyEN7p4qo2c3LYj5B7/TTTy8e+bifV31eULxwv8E403WN4NpB0G6B7bsQun8NvXixnvc9KUGPkcfD/dGPfnTLDsi9Qgh6vZCJ44FAILBQBEYV9JrmpyYEvaZ4ihjDMYIHmOm3hCOOI7jb0hnWdcubJq027a8Xp+RNDcsuqHY8/dCHPrTQYurpxdXUszbByQt+qD4X1AE7HG79eDu89/tYxgT2NSyk7EYtG/fUx7CWP6HXgBxbmGenPPM0NZtAvRlG0Bsl7YrHfN/DYjBt9W/Sgt6w/df5ymPWzw8l6PFA8yJrZE015do6TPjsZz9b1kowCmMNPJV02EBQ1BgZTfACM97aF25caLp16tAgHnrtjbLpOEYJhF4k49yo6bcLeu3rGEg7QiAQCAQCgcCvESA85V3xCjcYef5//+///fpkl19NcpPkRxH0XD8qX0ijnaeGHSU17cnoKO63jkneab0sOk6A05E2mJZ3fF+tk+/e7aEfL9Z4kxL0iHg8QBgwNpTq1QcJQa+WTHwHAoHAqAiMKug1zU9NCHowaYKnpPOjH/2oddZZZ5XNlfJuqmUml3aaQINj4NfucdWLU2y2aPMO6/8RT3q17+7ZLfRKV9wmnrUJTu6W72GPET3hZZYbL1CekP0+nHs6MR207EYtG9OneRQecsghxbko73BbBmutZe+YjVD09YYR9EZNe1D8R8FgmurfpAW9Yfuvg5bLrMYbStBrb4R03jvdKwcF4xOf+ETLQtQ606ZEjRosxGhBRmsleZF5EFhDaZhQXY8RAaGw19oNGjML1BpNIky+853vnPMM7EcGo6Yfgt4wpRrXBAKBwFJCwLqrPp2dys5nJOjxnta54401n6DXNDeNKuiNyhfwaOftYTtEPPisp2TgzAg4nl1vvfXKTsK8J3iq8+Lrtx5uP16s5VYFPUacsugVBnmmdq7snApc179VL/pNrQ5Br1cJxPFAIBBYKAKjCnpN81NTgl4TPNWJJdHIdE7LI5jiaX09mwAS/GroxSk8t/bZZ5/C+2Zd9fIar+l0fvdKV7wmnnUQ/prPa74zz6P8X5fS2mSTTUofqR+PD3KffmU3StmYEcC+511vowZTQQ3O4XpCr/tKv66PuxAPvSbSHgQbcUbBYJrqXxOCXr9+Gqym7V2Rp2kLQwl6dTFGneDf+Z3fGXpHWUYVDzgvpQ58E8HOfXZI4kGw2267lQXRza3vZ/B5+e1WWxsC+UAWBx98cEnH3PDLL7+8axrStrMfUZJB8/GPf3zuMfqRwajpt1f+8NCbgzx+BAKBwDJC4NZbby2bOxDs+rXxF110UfEgw1n4YT6v8qa5aVRBb1S+UCWa6BDVNeess/Rv//ZvLd+veMUrWqZAGG2+Ke8aO1/ox4v1WvfZdttty8i7jmuv0P5MvaZh2LDLmn/KvlPQs+C63dn0FwxO2hSkWz2yXuDTn/70kkZsitGrNOJ4IBAIDILAqIJe0/zUlKA3Kk+ZadVPRPr7v//7MphkXTyDMTX04hTTMS3FZE0465zbEIu91y04znGj/f690nX9qM8qjXb+GnaQTTpNhauuuqqshUY0NaPBUlbd+ND94AWrup7hQstulLKp9q91Ftnfd9111xoQ1E068P5CBL0m0l4jMz0OjILBNNW/hQh6w/TTwDdt70qPIl3Uw0MJetVN1Ivy5je/uew+tNCn0EhYZ+dRj3pUa9WqVS0u5E0EohwvOe63GnHTguxSy9Cwpl5tnDRGP/nJT8oGFnZksSYgT7v777+/ZOMHP/hBSccaDtZf+NO8S87NN98856mnETP9yO661tmzzoPNQSzIWUM/Mhg1/droKIMQ9Cri8R0IBALLCYEzzzyzeN4ZrbWuTredvrXp1nnl7fWQhzyk7M7ebWHfits4uKld0Hvb295WOqCmphgN9pFHH7xQP87XzvKofOHZmugQmZaKWy1cbmczA2G84H14P3iWdoOoYtr+3Y8Xa7xPfepTZQ0fHG5nRVytXOBAvIWNUAU5PNhtcFGe3vOe95TBNnE6BT355bmxwQYbFM9NPH/bbbfNPYN+gv8ZvDwBpBGCXi2l+A4EAoFhEBhF0BsHPzUl6I3KU3iZUMFew4fa3xq01dZJ4wDC8+q0006rp3oub+R600h5k1vvna1ERKl8AksiHkHIYI57t68t24+rRn1WmW+Ck6Uj/9/61rfKsw27oYl09DfYtPDihY97DZq2c7o47Gwz8wyU1vsttOxGKZsvfelLxfOS8MizXj+k1hXf/n/3u989x/sLEfSaSBuWg4RRMJim+jefoDdqPw2WTb0rg5TLrMYZStCru6vo3CKC2rleCAgML40rhZ0nnJGTpoIOv2myPPRMB0IAFstkJNgNViN9Rt6ZhzefBmu//fYr8SzE6toaLPBpmpbOPlHPuoE2yDD9xgLg1g/aZptt5nb7aScYafQjA+dHST8EPQhGCAQCgeWMgHbwVa96VWurrbYqyy1on3VsTdHRMTfCzGvatBtcY6FnHuZVKOuG3Ti4qV3Qe9GLXlS82T760Y+WaUQf/vCHy/QdhgfPi3/8x38sO7SdcsopjfJREx0iXhF4Fd7W0iOWGTDzsUYRT3sdYp19XNoN5/l4UZnUzTf0Mey6e8IJJxTuhs9f/MVfzK2Pq3xNt+Fhx4MOxxtUIzaaqiQ+frcMRzdBz730BXhvMA6IdvoBPPLULf0S/zNwahoh6EEtQiAQCAyKAD4677zzilGqHX7Na15TZvVsuOGGrbe+9a1zx8Wxfle/MA5+akrQk+9h7RriGqGTZzavOo4j7KwLL7ywfD72sY+VNl47zC4jzNXQj1MMyPz+7/9+WXuPLXf00UcXBxJ2HHtQn8F6ZDZotA7sv//7v9dkx2rDuUkTnCwdHu2mIT/72c8udq1jw4bbb799Di9Tb9/whjcU8RQf+uBLGgCvd4No+lvDlt2wZaOOveQlLynLXO2+++7FIefss88u/Q6YctDRT9Hnw/sLEfSaSHsh2A+LgXsM+67V/DVV/+YT9JropzWV1/rsS/F7KEHPjrTWljN67sXxMi808HbTsOqIv/a1ry2jAAtNo1987r8W9bSmj0563SlJvpEoTw0vumfghWcBTZ3/zjX3EAXX4y233LJ06F3nekKha+32d/jhh5cpXJ276vYjmZr3YdPXsB522GHlGcJDr6IZ34FAILDcEDAyzI1fO2/BbAKONhuv2BzJgI7FtHmCE57qiHIvnMbBTe2CHt4Z5INXjGy2h2H5QhqjdojwvI2mDj300L75x7WmRBnw4vUwDC8qA4Jh5W2e/Iwx/E24s9aPwGuDMWotP513C3ozyvC+eBb3hiMhF+adHnrS4K1BXNUHwOv6JNZZlJY69eQnP7lMy1V/pBGCHtQiBAKBwKAI8CLiIcZm8KlCg/bE73rc0j0GRvqFcfBTk4KevA/DU7yV3ve+95VZVdp7uBDvtMG8xXABDLXTBuXavfHns7VMJSXqVQcMeGvjcUr7ffQb2FY1zJfusM9a0x+Vk2s6PBdxoL7OBz/4wXp46O9OvPAuPrRElr6UcvA/oczMiFHKrvNeg5QNj0GzBeTB2vXeI043uNrSV2YRmJ2nP+jcQgS9JtJeKPDDYFDvMcy7Vq9tqv7NJ+g10U9rKq/12Zfi9woPlSv8gkLekTbldW1S7vymPHqd8hpzC7pe5DwCn7IwmPJ015RH3FM2yFJ+kRecznwX5JH6lBeeTHlqVsq7z6ZMAil7DaTcaU95RD7lRiDlhVbTkUcemXIDkHLjsEaS2Z055fn4KQuEKXt9lDSysJeyEJgOOOCAlHdhSrkhWeO6/JKm7HWR8guX8ohTymsNpUxUa8QbJv3shZCya3TKI3rpqKOOSnkzkJQJao2040AgEAgEAksdgewNlj75yU+mvK5byiPMKXuNp9zJTNkgSLnzmbLAlLKYk/LuZ+X/fniMg5uy11069thjUxbF+t16tXP77rtvygZGykLSaseH4QsJ5HVgU/Z6SNnjofAdzsB/7SF3zguv5NHulIW7glnuHJcoeXf7wmfZYEi5g1b4L3fuUzaIDAyWD27NU6VSFk1THlRL2fMtZQ+UlD0kSzwJDcqL2UOx3C+P7ha+1t/A0dLM3ggpG3olX/oQeFaec2c84WZx84ZbKY/ip+xdl/Ii8imvpbfGM5UE8h/XZQ/7Eg+35mlYpe7gdX2D7KmQPve5z6UssKYsFha+3Xjjjevl8R0IBAKBQE8E9NW1/9qZfgFf5YGo0ub0ijcOfmLPyR/76JhjjimfLHb1ysJAx4fhqTxVMmXPuZQHbApf5SUTCo+4YW3T2VHsrizwzeVjEE7JzhrFhsseecUW1EdgB+IwHPfMZz4z5cGglJ03ynGJD5KueMM8q+tG5WRpCHlAqtjReDiLVyl7zj14YoS/sD/ppJNSN7z0SfLmWMV2zqJZucuwZefiYcpGHyPPvih9Pn0Tz65OKEv9gzyLIGUPz5SnBRfbW73JwuQcIv3KdtS0526ygB/DYFCTX+z6p8+dNyVJeWZDqRPZgzZl8bxmr3yP2k9r6l1ZLVNL7J8FC3peGh3ePK++CGIKLY+eLAgWRk1W11MeVShGQV7zLuVR9AWlsdDIjAsvPcOPMUK40xAxCtpf8n7pMhBd75O99MpzI+CmwrjTbyqfkU4gEAgEAtOIQJ6+kPIIeyICZc+rRHQhyhD0OsWrbvlfDG7qlo9Bjk2aL7JXRDEadN4MIhnIyqPhRUCTX/nJa+ukPBUqEeMIaP7PG2ek7B0x1IATzjaIxvDK3gclDYJdZ2Cc6ZPkdWVKHHEJua5bSGBwu5/Odfa+L/0TA38RAoFAIBBYbARmiZ8qVsPwFDvTwFBep7zYbbX9N7AyansMQ7yir8CJhA3InjMwNWoY5llHvafr2aSEPANqnEcIk00FeBGMKl7sfXj1csAZpewWWjbupSxvvvnm0v/A+/p87WLvsDiMM+1+eVooBu1pLVb9a89Dv99N9dP63WM5n1uwoNcEWBqft7/97WVUgWquIcrrJjSRdKQRCAQCgUAgEAgMhUBwU3fYdG4NvOWFptNBBx2U8uYRKa851D1yPpqnYKS82UTKa9qlvMZh4fvg+J5wxYlAIBAIBOZFIPhpXoiWZYS8FEbK07qLd6fBS17pEQKBQGB5ITBxQY/6zIXXNFuj94wEU3abGB1ZXkUXTxsIBAKBQCDQFALBTb2RhA3OttzG3nvvXabR5jXqunpLiMtbLq+hV6aw5s2kSvy8y3DvG8SZQCAQCAQCgZ4IBD/1hGbZn7AcRF5/sExVNmusmxf7sgcpAAgEljgCExf07rjjjiLiWdPGWg1/+Id/mFauXLnEYY7HCwQCgUAgEJhmBIKb+peOabTvete7Ut5ZrSyRkTe1KuvUmNpq+g2D0zRn03OsZWhNQ8eslctLr9cUnf53jbOBQCAQCAQCwU9RB3ohQNCzhmzefbZXlDgeCAQCSxyBiQp61rGziOV73vOeshCpjn7ehXCJQxyPFwgEAoFAIDDNCAQ3zV86xLrPfOYzZdOMb33rW4XDd9pppzK9xwLqFlT/9re/XTa6skC29Y5sRELMs7ZNhEAgEAgEAoGFIxD8tHDMltMV1n61LMao6wsuJ8ziWQOBpYbAxAQ9I/WXXHJJGa2/7LLL0pve9KbS0be4ZoRAIBAIBAKBQGAxEAhuGhx1hoNdco8//viye7sFqevO8TaaYlAQ93bZZZf04he/OO2///5dd3Yf/I4RMxAIBAKB5YtA8NPyLft48kAgEAgEBkVgIoKekQNr6vzt3/5tsuX6K1/5yrKttl3kIgQCgUAgEAgEAouBQHDTcKjD7bvf/W7Z/ML397///eKxZ4c5C3LbOTC8BYbDNq4KBAKBQAACwU9RDwKBQCAQCAQGQWAigp4RppNPPjkdd9xxZeTettqbb775IPmLOIFAIBAIBAKBwFgQCG4aC6yRaCAQCAQCgcCICAQ/jQhgXB4IBAKBwDJBYCKC3jLBMh4zEAgEAoFAIBAIBAKBQCAQCAQCgUAgEAgEAoFAIBAYOwIh6I0d4rhBIBAIBAKBQCAQCAQCgUAgEAgEAoFAIBAIBAKBQCDQHAIh6DWHZaQUCAQCgUAgEAgEAoFAIBAIBAKBQCAQCAQCgUAgEAiMHYEQ9MYOcdwgEAgEAoFAIBAIBAKBQCAQCAQCgUAgEAgEAoFAIBBoDoEQ9JrDMlIKBAKBQCAQCAQCgUAgEAgEAoFAIBAIBAKBQCAQCATGjkAIemOHOG4QCAQCgUAgEAgEAoFAIBAIBAKBQCAQCAQCgUAgEAg0h0AIes1hGSkFAoFAIBAIBAKBQCAQCAQCgUAgEAgEAoFAIBAIBAJjRyAEvbFDHDcIBAKBQCAQCAQCgUAgEAgEAoFAIBAIBAKBQCAQCASaQyAEvQVg2Wq10gMPPJB8RwgEVqxYUUCI+hB1AQJrrbVW+QQagcC0IoC/fAYNs9TGyeustMWzlNdB68pixwtMmy+BpYYpjvZMPhGmC4FB7Ctxfv7zn5d+1jrrrDNdDzDG3ODsX/ziF8vuuX/5y18mn7XXXrt8xgjxVCWtjqvr6rg2a7mEn/3sZ+VRH/KQhyyrNvqnP/1pKeeHPexhIz13CHoLeFN+mRvUH//w/vSzDH6E5Y0AgtHo/CKTzS9y4xtheSOwVq4PD3v4emndhz98WRHw8i712Xv6//zP/0w//vGPBxb1HvrQh5b6rIOpYz3NQXusE8zwmeYgn/hDPqc5r0QP+YTpNJd9zae8yue0Y1oNtGkeHG7HFJ7TntdBMBVHe/bwzNHqSoTpQsC7i5sYt70Cg//2229P6623Xnr84x/fK9pYjtd3YjHawx/96Efp7rvvTuuvv37aaKONxvJ8vRL13vhoA3wmGe699970gx/8ID360Y9OG2ywwSRvXdoIZb4Yz33HHXeU90Ad115NMlSh3Puork8y3HLLLeV2T3jCE4qYOcl7L+Zz33jjjaWct9tuu8JRwz53CHoLQO6XP74//fiWa9LP7rljAVdF1KWIwDrrPCQ9bN11y2jhT3/WuwOyFJ89nmlNBFY89GHpYZuuTA/beIu01kPXXTNCHAkEpgABBtMPf/jDgQUahhMj2HV19HQKHqNrFnR8db77GYRdL5zwQfmEKXF1mvPKmFk3cxxMp7ns5dPI9ixgyjCuhkP1wphw9RvodrXsYaqOKv9JG3cDZTRHase0io/drhVPPXnEIx4xVwbd4sWxxUFA2d1///2lXeyVAzz0rW99K2244YZpm2226RVtLMfVH+8DocO7O8nwH//xH+mmm25Kj3vc49KWW245yVsXYas4LyzCANRtt92WiFsEnk022WSiz10H3hZjMPOaa64p/TR1/FGPetREnxvna/+1+ZMWcL/5zW+We++4447lXZvkg+MGHLcYXPf1r3+9iPX77bdf4ahhnzsEvQUg17rzlvTL0z6aHrjy3AVcFVEDgUBgqSPQetRj01pPPSyts8ez04oNJjuCutSxjedrDoEQ9JrDctiUQtAbFrnu14Wg1x2XUY6GoDcKeuO7lsHZ6TFEaPJRZk2Geh/pLjT9diHA9YPkLQS93qUXgl4Ier1rR7NnQtAbbvBKm1fFXx7gBGHt5iBhpgW99pG+QRr6QQARR7pNptd53xD0OhGJ/wOBQAACIegtjXqAQxgWRumMxAs8anRyFjJNC7lXPupF6tLn/SKutI3+D3oP17rOR/ryOAj3DSvomfLDs49XWcVl2ko8PPSaLRH1aVY89OSzepNNs9djfVeVVD9vsmZLcuGp1bJnlGgLF8NroTPX8uIdrx6O9fygmIo36x566gxxxzREbb86z1vNVMxBucN1DE9lDNNuvOG89l6777zpjjwbYThIMFWyBvd45CMfWf/t+R2CXk9oSpmHh1546PWuIc2dCUFv4YKePnEV3e+6664yLZ53penxg7TLMynoVQOGUcDYUXEQbCdBd6uaGnsBOJ0EJC2duNqRkyai64zXmW41psSTLuLpF0LQ64dOnAsEli8CIegtjbKvxPztb3873XPPPcWA2XjjjdMTn/jEYtB4ynZe8bsKdwwlgdHDGPJhaFWhyXEf14hrKsl3v/vdYlyJY1qJDoD0ajp+i+ua9nuZmnTfffeln/zkJyV9a63gL3FxWa9OxLCCHgPSVKeLL764dFxKBqfsj+eHV+0rTFn25rIjn/o8jOZpzqv6Jp/TjmnNpzoPz2nHtL6b2pr6rs9Vjin50Y6pfMJ0sfO6+eabp7322ittuummq7XB2tRqQ8hnbYc7oRRv1gU9Ngth54YbbijTU03BrIajMlO3KsfApNYxZae9cV4a3/ve98o6dNYmq+VaRXHXOH/rrbeWuDA13XGrrbYquEtH2j5+w9s9peMjncsuu2wuXVMGTRMlCsuj8671W9ruJ0gHP4nXKzgfU25jym2v+tHkcTztfVHHax1tMv1+acWU29mZcqvNu/POO9NXv/rV9KUvfSmxHfTHDz/88PTsZz97oLU+Z1LQY3wwYK6++upSlxEEY0kDjxC8PBr5SjBeIh+NvxEfRFQVz0oczhlFspgiI8dxhI+AXFvT9VJKu5KIe1lctR5neBnpak9XXAQi346vc+9307pnfyatfe0F/d7FOBcIBALLDIEQ9JZGgeMMQhmDSacKN22//fZzfOI88U2oRoljAp7wG5fglu985ztpiy22KN4NeISHA/6SpnsQxxgvjCqDXLgQb1UvOOngPGKatexwlnOu//73v1+MLrzoelwquA9viMc85jFlUIvB5Jj7VKNLHvHZIMF9dWzd5/Of/3z653/+53T99dcPcunE4+BrYdBnm3gGf3XD2g+Rz2nOa8UzMG2uprRjOu24ttfTacjr0572tPS6170u7bnnnqUfX0tFu6YtFuYT9LSd2rQav6YxK9/abnxw7bXXJuuLafcNBGmfcYpn84zKDgeI6xofHiQ4iM2D3xid4uAS/LBy5coycIUvcJ/j0hYf9xAPbcwgHdzEa8//rnVfXOU+rrniiivm7C2CHl7DicoKJ+I6vEI0xJPaQWKrjzi9Qs2bNLfeeute0cZyXL7k2TOqZ5MMypdQoLwI25MMyt77shjPTS8glrDp1ddJBs/s2dtF50ndXx+LruH9nvRmINUZynvfa3BkXDgYCBBWrVpV+q/juk+3dLWbgvZsIf0yOFn778Mf/nA6//zzy/XS2W233dJrX/vatM8++/Rt08S96KKLSj/+wAMPnHMccHyhYaJr6HlwpHPWWWeVwtp9992LgYI4KtGqTF4gHwShAdd482ZQwZGB49KqxHDdddeVl94LryCqsu5e0pVm/e0FlSajTJqV2P0vHoMJIWlApAPoSy65pFTsTdf+eXrK3Zenje+9eaE4R/xAIBBYwgi0HvW4X62h96xYQ28JlLMO9JVXXlkMFZ0LXhH4AicwlvAG4UyHB+cQ8yovOY6ruN7jEYHHg47ZzjvvnDbbbLMiijHKpK3TVhcDZywxknAUI4iXoGM8BKXpHrjKfX0YbERCx3gE4lJ53HXXXUvHX1o4zIAXY8n9GEK18zJfUVUudZ/PfOYz6f3vf//cgNx818b5QCAQCASaQuCAAw5Ib3nLW9K+++67hoGkXy/U9rjbPbXT2m1tX43fLd60HyOs4CMCj7bcM918883lG2/gJzzx2Mc+tvAIW0oc32wcPKI9Zy/BAXfhJ0LRU5/61HKeoEek23bbbefsIsIbcQWPSAPWOEc8x9yX/YT/xCX6Oeac366VP/ex6L14p59+ejrzzDNLWgRDnCePvYLnIgISJiu39orb9PEqHHtuWE4ywFn/gy0Mp0kGdcRHvfOZZND30RcjZHK4mWTwzijzxXhuYr13yfugrk8y1D6uOq6uTzLY7VXg0Qv/SQbtDo7w3L4HDdokg/MnnnhiokXVaw20/8Zv/EY66KCD1uCrzrTZAtrFQw89dKT3e6KCXn0Igh4DZJdddikjOcgBmJTRSjwIR+MFFGIcwwQpOIYUGEAMoyc/+cklDSAyYhCIBgDBqYzIm2ElSEuQjsYRMazMo1IK0IuLeMQ1eoRwxJPXs88+u7zUK9dbK+33nzelLX50e0kn/gQCgUAgAIEQ9JZWPWgX9HDMueeeWziC+MbYwTe4CmcR6nAYbmKk4BUDTjhOJ5TBxCNCR2nvvfcuRpI0GGQ77LBDGZgSB8e5Fg/hOPzlf7xlkIlBRLzTgcBfuA13OcaowpPiyItRQeKhEW4cVg00U9Ycd49BgjzjRnxL0Hvf+96XrrrqqkEujTiBQCAQCDSGAO+Ft771rclOgPr5NfitjRK0mdWgqufrt+OECbaG71kN7YIePsIBvN9wBE7BSwZ22FDEn+qVh4twB44Q8Ip4hAN2D4OSaArDOouKYOh/nILD4GaKL8Ob2IKDiC2C++BD3Im3CG61bJQPfnMvjhh77LFH4Ubp3JxtNWWDL6XXL+BJ3ktsM7bbJINnwIfwh/kkA24nkuJ6du8kgzJXpxbjufVz1BvCFoF6ksEze3Zl7dknGbwX+oAGctX1SQbto/dWH9a7P8lgEN29DSR41yYZatuzUA898S+99NJ07LHHpm984xulDdRWeIbf/d3fLW1q5adez8NpTP1+xjOeMZJH5qIKejvttFPxfkMyCk/lUYm9QBp4hOMhkRSDgsEkrtEK56m4hDfnNXiIAriIjGcDI0flpHYjM+m53m/khHR4LCAZ14jrWzq8B93Pfev9HnrfHWm9845P61x/Ua9yieOBQCCwDBF4UNB7Xuxyu0TKvl3Q22677dJ5551XOAc38I7ALYwhho4puXhCIJTphOoI4ihchswZIo6JyyCS/gUXXFA4RpqEN3FcQyDEQzo2PCecZ6y5L6MHhzHA3Ev6eM39cR/Ocg2hkMu/TplzOE4+ar4GLSb307HFr8cff3z64Ac/WEYhB70+4gUCgUAg0AQCPPN+7/d+L5l6q22swW9tlMDw7mWEiqfNrG1avX7Wvj0fm4fAw+AXcIOAjwg+4hiEwl04hwiGN7T/PrgCd+AHg1BEPnYRsRQ+7CP3cA5/+MZ57CqGr2PSEZdoiF/YSXirDi5JT6j2nPuLxzOQ8wWuai8vv9l/4vUKzscaerGGXq/60eRxmoQ67h2ZtKBnANb7pK/oPZlk8H5rK7URvdrSceXH1FX3puvQYyYZcIP+t+f2PWgQV//9pJNOKh/9f+3lC1/4wvTSl760iNGeqV+YyTX06gNxT1RpKJgqbp0ORKBDLCoyIwY5GXkyKsHIYcQgBACqaEaUeE8wVCi7QBWquyYhz0vpXl4KxCMOIlR4QK4eD4hImu6NJBlECqU9xKYY7WjE70AgEKgIxBp6FYml8c1gYSThDnyAS2oni8HEM8J5XgqME0YLt3mjySuz5wDvBP9X4wSv4BO84jwDlKcbTwgdCKOwuAwnMb7w0ZOe9KRi4BDs/L788svTzdmbgcGEt+SNgeNa6eNOXKgDyguPIdcZxBd30A6qe+lYEfTOOeecdMoppxRO7kx3Gv7X+a59g2nIT688KCMf/Y1Jd5h75anXcfmEqc80h1nCtHZQGeMeAABAAElEQVTuA9OF1Sjt2RFHHDHXTtarlX0V9LTDvd4p8fT7eZLV+DWNWfpWb/ADjmIXeSZGJFsJFxj8wUu8RnjY4RyDPDhMe46/nDeAhCukRZira7j6zc5iK/mwoXBgHSxiP7kvZwt44zV1mh2HX9hfeA/eNThuEAvu7DD8KN/tQVqeyb17BemEoBeCXq/60eTxEPRC0Bu0PuEcbaq2yUCI9s0MVN7L7e1gr/RmWtCrHRkk4Dcw/CbgMZJ0zBEI8nHeuRq3XgsYQDkuOM5I8X8FsMatcWoalfBrvHp9+73qNSXxX/0JQa8djfgdCAQCFYEQ9CoSS/cbv1SO4J2HqxgoxD0GTj2Pv/AHnhG/8hC+aeccSIlT+c919Zhr2uNW7urkuHLBr/44J7hO/G4cNqyg5zpGWn2WX91yqr4YiPJXRdSpylxbZuSTGMugJuZOa1B/5FP9nOZ8wk8+fZT9NJc/TBmK6ikBY5rfJ3gS85X9tGDarV3T3lWBbjkIer3aC3UJPkQxU79gYqZRnbJXz9frO+ueaztDjdN+rjOd9mvmOydue1rt14ag147G6r+JBfobxFCC6SSDfok2S/n4TDIQoYnVRGrTbicZQtALQW+Y+tatzZwvnZkW9Ho9XB11QkA+vRr+XteP+3gIeuNGONIPBGYTgbkpt3s+O61Yf6PZfIjI9UAI6NTyhtDJNhJnCtG0cVWvBxlF0Jt2UYdnCfFpWsSHXmUgn4QSnijTnFd1ehYEPfkkks4Cpu3iE++o2vnvVVcW63gte5iqo979ac1rO6baZm1AtyCeejLrHnrdnq39mIEdgwUEPc87K0HZhYde99IKQS8Eve41o/mjOF/7r83v1ZY2f9cHU5zFKbdNYLEkBb0mgBlnGq07v51++ZWPpQeuOn+ct4m0A4FAYMYQaK3/2LTW3oemdXZ/Zgh6M1Z2yym7IegtfmmHoNdsGYSg1yyeUgtBr3lMI8X+CISg1xufEPRC0OtdO5o9E4Le5AevQtBrtg4PlFrr7lvTA2cdm1rXfH2g+BEpEAgElgcCD6z/mLRit+ekdZ5ySBb0HtxNe3k8eTzlLCEQgt7il1YIes2WQQh6zeIptRD0msd02lNs925U/jwafdfPfPnnzVPj8ubkKSgNH/+3nxevM4Sg14nIr/8PQS8EvV/XhvH+Wk6CnnapLinhuatH86S90UPQG2+d7pp6CHpdYYmDgcCyRyAEvWVfBWYCgBD0Fr+YQtBrtgyIAzHltnlMGTgx5bZZXKc1NeKbjTMse2TNNG1Ubad81zUKGbqmihPn1I0q1lk+ALc4Jr6Nl6yJ7n/LJ7nG/9Lxv+Odol4Ier1rRwh6Iej1rh3Nnlkugp62zBR/m9Ndd911pW2yu66dhbVhkwzLXtBDQNb2qKNASAhZ+K5EocB8/F+PIQ1BPL99LH7pfD3nf0TVGULQ60Qk/g8EAgEIhKAX9WA+BPAVwwdnCToNeAfXMHBqYCz5ON7OQ4wi11bjSlr4zbX4zEijODpktVNW06zfTQh6noPh53uaAlEHHtOWr06M2sUnZTatQd1Ut9RF9Wpag3yq7/ptdbR9WvPqffb+qqf6m76nMdSyh6myh+s48uo+NhSqO6UOg0XF1LUwVV+7BfG8e0t9Db1uzz7fMVxy7rnnlt3M7XarTPATvOp65nBVH+x8qz7YnEG5+W3DBrvfbr755mX3Wzs9MpYFOz3iLTvAe0+32GKLsvZsfV9r26J+yUf9v1ue8VfschubYnSrG00fUz/1q9TH2mdr+h690rvmmmuKKE5csrv0JEPtO3qve7Wl48rPJNfQ09acd9556VOf+lSq991jjz3SMccck/bee+/V+uTjet6a7rIX9IxY3HrrrWVUCKnYEffRj350qfyIQUdBhdS5R0o+/kc6fm+00UbpzjvvLKTjhVGJ77vvvoKvnYQQWrsx5UQIerX6xXcgEAi0IxCCXjsa8bsbAjfeeGMZCdQ51Fm0Oy6OYTjZWIMx6n9GC8GM4YmbdCotco7veDnY8U1HC5c5bvc3nHbXXXeV6xhkK1eu7DrKOKqgh1tvuOGGdOqpp6brr7++22Mu2jE4yd+kO6ELfWD59OknPiw0zXHFnyVMvTverWkv/9qvnPZ8Knt5lc9xGbTu8dznPjcddNBBpU0cph7LYx3k6PdOiaedDEFvTZTxgjZdWe+0004FI152tdzt6o6TNttss2TnUTy03377lf+dI7IR8Z785CcXse7ee+8tQgjOgzns2WwGCLbeeuu03XbbFX4iXOAR9yUcsuFwY6+A71yDF/HnJINnkH+Y9BMdx5Entil8iaP4f5LBO+r98tzer0kG4rF+jc3H2OWTDIsp6HknvJP6cbSISQZ1XF1fDEHvsssuK9rNqlWr+rYDTeDhfTr22GPTySefXNommhEt6aijjkqveMUrSp+8ifsMkgZBUdt34IEHljwMck23OCtyB3g6hwi75bbtGKPCh5DHgEEICoNxhIiEahhpABGRhuGss84qjYMKo7EQp5IWsvDbS2T0CRFVIpPeuvffmR558cnpobdc4t8IgUAgEAgUBELQi4owHwIXXXRR4Sx8hbx1UBlJOsu4Rqe98hdu4u1ghNZg0y233JIuvPDCIljtsssu5RrXGpRyLd4yeOVbh4xRphOsUyYebtNJcy8dl0GD/OjYGs2sHTyjie9973uLR8eg6US8QCAQCAQ6EdC2vPnNb06vfvWrSzvWeX6Q/2u7Ju58gp62VJtWBcBB0l8OcdhBX/jCF4oXXRXlcIbj8GUmEucISrBzbM899yzeeHjHdF0iBE4j2CkHnGXQyTXsKP/DHjdVQY+I+OUvf7nYbwa12GnKqFdwLwNbRFn8NsngmesAx6SFLTYtjAmZj33sYyf52KWsPfc4hf1eD0QE1i/igLPhhhv2ijaW455ZmetTefZJhttvv31usFZdn2SofcTFeG5tjEB/GXcbTT8i5l188cUFa/d1z/333z+94AUvKG2RY5MIpvzSqQ477LCRhMSZFfSM0hgVIughEC8+skBCSMQICkPHsSc96UklDnI6++yzS8PAKPK/0SajSV5Ygp9KjHC23Xbbcu0ZZ5yRvva1r5XjW63/kHTAitvTE3/2vUmUcdwjEAgEZgQBu9yu2P05ae2nHJxWPDI2xZiRYptoNi+44ILiXcDoYYzwrMNjuIrIhouIcT6O4a0ddtih8BiDCOnfc889hZtci7+uvPLK8gyuv+OOO0rnl2G0zz77lIEuHUMcdvXVVxeuNJVg1113Ldw2yMNX460aynjynHPOSX/1V39VeHGQNCJOIBAIBALdECDove1tb0tveMMbBm6TOtPR9tWP9qmfj4J42lfGeoRfI4BLTj/99ILNbrvtVkQ102iJSAZz2EWENLxFXCEy7LzzznPeQ3gJxxCcnvjEJxZx7+abby6/HWOoK2vpsNmsVcXziM1lKq4ywzV4pp/3G/sOD7p2ZXa8mFRQb4g79Rn65XEcecL/1UOP6DnJoFxq2UxayNSnUT/0dyYtZCpr7YSyVm8nGbwvvGDVcZ6rkwwEdfW9DuBO8t5XXHFFubdBBfiPM+gbH3/88emkk04qA+Pupa06+uij00te8pIy6D7O+7enfckll5R29aDsqT5Kec+0oFdHjKi5fmt0ELrfvBJ4QjBunLduA9LgXaCibL/99oWgkBRvCde5xggQg4sHH2C/8Y1vFM8IL/TmD0tpj59clzb74XfayyJ+BwKBwDJHIAS9ZV4BBnh8gh5jROfUB88YHcQ9OhI8HPCP3z4EPdyFr8Th4eCjk6dze+2115bOrqlHxECdfsYSHqteEAwmnMc4M8BVB6v8HiS4N0NGp1Ye8KC1lt71rneFoDcIgBEnEAgEeiKgfXnrW9+aXv/61w8t6ElcGyVoo3oF/X8GOoM1BL3VUSLaadfZQgQ9OBLoiHIMe95RBCVCHo87wWAT+0rgFIG/6lJFuE7ZMsxxDR6Cvw9u43ne6XlELLLunrz0CoTHWEMv1tDrVT+aPK7+LpagZ6CXV2asoddkia6elvamrqGnrcMhvI5f/vKXl35y5ZTVrxrPf8t+DT0GilEho0GMm8svv7yM7nDPRUAMDy8jIjKiYfqSAmJAEf6QkilQyIaBZOSH0YJMkBKvP4QjHR9hxT23pRVnfyql6y4YT6lGqoFAIDCTCMxNud31kPDQm8kSHH+mrZPB8CGqEfN0KL761a8WLwicUwOeYnTiJTzEo4QhVAU9XhIMH50+wqDBJ8aU9Axc+c19nxe66/BXNXQJhriu/l/v2eubQKhjy5Cqop6pv//wD/9QhMJe1y3GcaPKgmee5lDzOUt5DUybq1HKf9rx9LSTqKfalte97nXpt3/7t0tffBiU5VOf3rc2sFfb5rz+vn69+BF+jQDceKzAh0infpr1hCtwjaUd8JBzyszgEburTntlN7G9xCFEmM7mWjOk2Gj4jLeV/9linCXa65ecyEMIer8uk/ZfyoLNq99gkG+SgR2tzJWPzySDgUr1Rn9GX2eSwTOHoNd7gGQcZVE3p+DBqy0Zd9A31u55t/R1DaLTjDrbpnHnY9kLerXhRwxIiLgn8E5QQApHwSgwceraD0aKGEyME558yAcxaSilKWg8GFidhRqbYhR44k8gEAh0IDAn6D0lC3rrx5TbDnji34wA7zwco9PAS0Hn2ACTYwahTC1h8OAiBhJvCV4QDFAGlulPPviOtwThDkfxgsBvuE3HH38RDd2jMxDmcF4dpOo83/k/HtWxcp08ygdh0TRe3hvTFHS+hUGfbbHyLp8+8jkLeVXmvUSSxcKw876zgqn3tfYrZwFTfWV1dFx5VW4H5WlGlghgQA8T5LEKdNrUXnkVLwS9YRCezDXKrtp1ve4YHnoh6PWqG00fD0Fvae9y21lfcIO+Tu3ndp4f5//LXtAbJ7i90g5BrxcycTwQWN4IhKC3vMt/1KevRmg1+HUshGr8D5J+TYPh2iuMKuj1SncajhNDYcALcZqDfBJJibbTnFd1j2cNTHVypzXIp874LGDaLj4ZVK7v+bRhW8sepuroYhg5g2LSjmkIeoOiNn3xQtDrXSbhoRceer1rR7NncL72X5tf+5TN3qF3apP20GvPSQh67Wgsg99zgt6131gGTxuPGAgEAoMi0Fo/ryuz23PSOrEpxqCQRbxFQCAEvUUAveOWIeh1ADLivyHojQhgl8tD0OsCShwaKwIh6PWGNwS9EPR6145mz4Sg9+BMlGZR7Z9aeOj1x2csZ1v3fCe1zv10al0fa+iNBeBINBCYUQRaj9wopV2eldbe6aC04hEx5XZGi3HJZzsEvcUv4hD0mi2DEPSaxVNqIeg1j+m4UqxeNMrMZ9TAa7Td01GapjT38/we9Z6uD0GvN4oh6IWg17t2NHtmWgQ9U555CeqzWvaBB52+k2UaxhHCQ28cqE5xmq17b0utCz6b0k0XTXEuI2uBQCAwaQQeWC+LeDscnNbe/sC0Yr0NJ337uF8gMBACIegNBNNYI4Wg1yy8BIeYcts8pgy7mHLbLK5Np0bMq2uiWmtVeXUGxrBp00S5buc74+MI67H69m5pr6zRKv0mBMPO+9X/Q9CrSKz5HYJeCHpr1orxHJkGQc/a0ZaksKP1JZdcUjbhsePvXnvtVTbiGYeoF4LeeOrT1KYagt7UFk1kLBBYVARC0FtU+OPmAyIwTkGPZ8dirgnG8HR/a9NNc5BPnWa7QMYaeqOXVLugB89pLn9eTjwPOr2gRkeh2RRgWgU9XhJwHfTddu04hZ/OJ13Oa+gpFxskadftfmojJSKfd0C5EfC0M7feemvZHHCzzTYr9U+cWgfFUycZtES/7373u+mKK64oXjE2B7Sp4MYbb1w2ChSP8OZaQqHfrqn/u5/ykKZz4jtWRUXn3MdxdUQ+299Xz8OQ7xU8JyPfhocM/EmG+u7Crl8ex5Engt7NeRMqGzguxi63yriW9zier1eadrm1EZiNvtTBSQZ1lHCkrD37JMM111yTfvSjH81toDbJe7e/w+r6JENdQ89Gb1dffXU69thj05lnnlkGLbbddtt09NFHp+c+97mlnWuaY/CdoO0alOuawsaUW5vY7bfffmUAZdh0V+SMP7j69rApjHCdl0SF0VB2Kq6y5TNI56CSgvgaHh1m302HEPSaRjTSCwSWBgIh6C2Ncuz2FHgKx+CUSvqd8WoHX5xBOhoMEx22ynHStaPsOHirPa/jEvRgpOPN8FisAEN46pBNc5BPnWbG6zTnVT1m1MC01u9pxLXmE6bwnGZMa18Xpt4Z39MYKqbKH54LKX8ikJ26CTeDtIWjPj9Ma7tJROplhIonTzzNavxR773Y1+Mlhi8vPUbw4x//+HTfffelm266qXi1EOPUMTuss4vssC4OHtD+3HvvveXjmHMEwZuzcHTppZemRz7ykYkACC91AK7i3XHHHaXuuicOc43zhEPlrs7cfvvtJX3333TTTct54oz6sNVWWxWBRjz3IR5Km0jHE9B73Cu4h93d1bEnPvGJvaKN5bj6I8/yupD3oYnMfP/73y+i7EYbbVTKpIk0B02Dbe590V55vyYZ9CnuvvvuIuYRMycZlPViCXreX+8o8dY7NMng/fOequO92tJx5efKK68s99ZmfP7zn0/HHXdc8RZ2P233M5/5zPTyl7+8tFWdmtGoeap9e23ZpHlZO6jtO/jgg0vbNuyzLKqgh3h+8IMflIZcAy3UCqQyIysk5KOCVZDF8b8G1rFrr702fec73ykvH1JYuXJlUTvrNfW6+r9vH+k4Jx3/a7AEFcX/nSEEvU5E4v9AIBCAQAh6S7ce3H///emqq65KOtPVKwBvVL7AFTwg8IlRZB0PnFK5rBruOsW1E3LRRRcVw0TnyXEj0FtvvXUh88pX9R7Srx1qKPst7Xp/abqfDlj1itAZ7RbGJegx7D7ykY+kU045ZY6nu91/nMdgIFTcx3mvUdKWz1o/pjmv6p18qofTnE9lMUuY1r4lXOu7Pkp9Gte1w2K67777pqOOOmosRle3Z5VPbaIQgt7jyxQ1dtUmm2ySbrzxxmLL4AaGKg7DNYQ89pd2G36O4x/nCHrnnntuEeSIdYzratwT/XgPSQvWBqEIDoQ2nEMkxJdsN/fHNzhOPMd9HN9pp53Kdaeffno644wzSvtCDHQv/NkrSBfXEhmJjZMMtZ7h3cq9k7o/3IhbvHjgNMmwmM99zz33lLpKzGPbTzJoUzx7vzZlXPmhZ6jr3gd1fZLBe4yjvPOT5qcbbrih3Fu7c/LJJ6fTTjuttFGeXz/XlNsjjjhiLNxS+8zKe9LPrU3V9h566KEjvd+LKuhpmI3aUKFVXKRgJAKYd955ZyEcRLP55puXRh45IBKkodFX6ArhvPPOK8KgERvCoBexeukhrEo2jrveS4pkHFdpjURJp65FIV0kpQIZHfAR1vvpvekxN52ZHv69q8r/8ScQCAQCAQg88Ii8Kcb21tA7INbQW2JVgtcZjsFRu+++ezE+GEyO4yrGyuWXX146fkiZwaLj7bzOAZ7BOzriRuFwTe2o7LjjjoWv8JlOFF4invhUDwpc5LxOPU7Ccc5VrtTZlabOrzj4Sz5co1OIv+q18moksooK8xWVNPCmdDxLrwCPd77znelf//VfJ94Z6pWnOB4IBAKTR+B5z3teeuMb35h22WWXOaFtnLnQlmmjhPmMMW1ftQ3GmadJpa1dNtiEC4htBpTOOeecYuPsvPPOhbdwlHac/UQcwBfVk5otxAaTzt57712ENoIerzlcxfaCl2m9rlmZnSV4BOInXIJrcBKOI7iw6dhuOMsUOSJUtatwBB6Uxp577lniO4ab5FE5Os8m6xU8A+MXvxIgJxlghWc9e788jiNPBNhbbrmllJ0ymWRQvt4vIma/PsA48mT6t/qk78U7dJLBM3t2zzxpAZdHLe2iDvJO8rn1Qb2L6ri6PsnAU829aTlnnXVW+kgeJPa+ax/0e1/0oheVabfeAfGaDIvpoXfhhReWtvSAAw4YScBdVEFPA4UAVuYGHslwM/W/iqSRr41IdRNHNIwWxgyhT4fBdWfmOdZefCM2/kcSRDofI1QaQ+RUR1Zc70V1H5VCPPfyArmWF4YRJMdPOOGEdNJJJ5WXevtNNkgv2OwXabt1f9hkPYq0AoFAYMYRaBH08qYYa60KQW/Gi3KN7OMcHgv4ZY899igGiqkBhDKdPUaS3wwcHKIzwpjROcFjeAb36JytWrWqGCOnnnpqmZZkMEtHQmelGlyMGhylI8tQc43fjlVvdb99dHQYcXiM4eR+OmFPe9rTSh5wJg67+OKLi5H1rGc9K+2///6F29Z40C4H8KS0pdmvcyeff/zHf5z+6Z/+KQS9LjjGoUBguSDwghe8IP3RH/1R2nXXXeeEtnE+u/bJR9Ae+nQL9ThRRru2FAIOIOgR3IhchA/CGy5gv+ANQhv+wQ2e3QfXEPkY72wfm2CszHbYbrvtVmY7XXbZZSUee0o89yH84ToiHb7yMUgFex5F4viNv6RHgKkiGOxxJeFQmuqG69uD8/IoTq8g34u5hh68YInTJxmUKfsY3ouxhp46o3x8JhnUOVO860DpJO9d24naf5vkvYlY3mFahPd6kqEO+HqP+/X5xpGnuobe9ttvX7Sez372s0Xf8c7pe7/whS9MznkPmw7aOe2U565c0fQ9eqVnDT2DINbQk49hw6ILekS9LbbYopAPUmCwMA4YIhp+Iz/EOAKedRk06EQ3lRwpaOB4T6j8hD9GFXJDUtKSjsLXIEjLdY4x0hxDdn4rRME9GGRGkMRFll4uFepxD/l5WnX/lemxP7xlWLzjukAgEFiCCPDQWxGC3hIs2VT4gaDH846Hns41DwYGC17AH6Yv4SsGFE6qgh5eIfLpIPCYqBxF0DPQZN0jHUedKKJgNZ5cJ11p6tQREP3GSbwBcZm0dLj8xnu4UQeYUWTa21Oe8pSSLwaQAS88iNsYfe45SJAvxq/89OvM4+R3vOMd6SN5RHXSnaFBniPiBAKBwGQQ4KH3pje9qbQ/kxDOiEj1PtrjXu2PeOwCbWyNPxlExncXz0vw4LigDWbPGDgiinGO0Nb7ENjwkDYcPjBgVznmWvYVLiLYsaUcwxniOyZNvMI2I8SJL+CdanO5h0Ev/GidO9yBo9hZeBG/4SC8aRDK+fbgXiHotSPy698h6MUut7+uDeP95b2swvxiCXpmrmgrDBJoO4iq2iuil0GCcQRtorZRX7cXh4zjvtJcEoIe48P6dwhBYTFMEBGSUZAEOYSFhGsFE9dvjT+iQFY8IZAZMlEZGUqMG8G3SrAyjz4xkNzDt/uoGMjKt/sgKmTGaOIV4br2EGvotaMRvwOBQKAiEGvoVSSW3rfONPd/3IIXcIWBH//jEeSPZ/CVuDgFLzGoGFh4hIGkg2KU0bkvf/nLheeMNuI3afB80HFh1IgrbeKge+I498V/OjjO4SsdLscYUwIOZOARFAl6nUE+cZy0BgnSlhfX6ej0CtL84Ac/WLwBJ90ZqnnSL1ise9c8DPItn8Is5HWQ55mWOLNS/tOC1yD5GAZT04Ze9apXpe22224iwpn+uzZUYBf0MkLFY7Rpn2v8QTCIOAtDoIqLBo9MyR00hKDXG6kQ9ELQ6107mj0zTYJes0/WP7UQ9PrjM+9Zwt3N2VuOAEdEI+oxHHR0jQAxbIykOaaxd8w53hCMDMYLI4owyLuPMYSseTIweIRqkDCqpCEeMheXweW8USQeC0aQGDqul5dOL4YQ9OYt0ogQCCxLBELQW7rFTqwygkbEM42JIOebiEbkYrjgFt4LjEm8hmN0EMTDYwacDEDhGlzEy66uDYLjCHfi4kLx3cNxop30eZ1bMFj6uEkHn3CHNxnOeIsg6LyPY3YT7AzjEvTwqWm9BugWK+Br/QNlMc1BPmsfZBbyqj4NKgAvFu6zgimBrHqHwXSaRd2KqTrq/R40mHFjyRr99SpeD3rtMPFC0BsGtfFdo76o1+q5shk0uA73Vdut23X4K6bcbtkNmrEdU47aAuXjM8kQU26X55Tb6qE3yboWgt4k0W74Xgwi3npGkIh6g4QQ9AZBKeIEAssPgRD0ll+ZM1p8GK3tniztx6DSGa8fUuIK3QxhworjBEaDUUQhIiH+ctx5oZ8RNS5Br9x4kf8Y3IMB7/5pDvJZPTCnOa/qlNF6mPbzzlxsrOVTZ3wWMG0Xn4hk9X1fbAw771/LHqbq6GJMQ+rMU6//2zElONR2sDO+eOpJeOh1IjMd/4eg17scwkMvPPR6145mz0ybh17lSJw0zhCC3jjRncK0Q9CbwkKJLAUCU4BACHpTUAjLJAuEAF6ADFTGafX4GeTxQ9AbBKXxxglBr1l8Q9BrFk+phaDXPKaTShE/EDV5VSlHYiyu8P8ggeeoD17pxS3EN0KveAaWpM3wdh/XVON7kLRqnkLQq0is+R2CXgh6a9aK8RyZFkFPu8LpiteutsHAtdktg7ZjC0UnBL2FIjbj8UPQm/ECjOwHAmNCIAS9MQEbyTaKQAh6jcI5VGIh6A0FW8+LQtDrCc3QJ0LQGxq6Rb/QNEXtvGUbeFjaeJCxaomiGghvBLjqzeh/ZU6As+yD5SNMma7rtLaLe4xrG2ZYgsL0WMs+2OhCeu5n3VhGdxXoGOUMce2e0C741fz4rvFjym07Kg/+DkEvBL01a8V4jkyDoLfDDjuUNuyiiy5K3/jGN0qbZF3ogw46qGzQQ+xrOoSg1zSiU55eCHpTXkCRvUBgkRAIQW+RgI/bLgiBEPQWBNdYIoeg1yysIeg1i6fUQtBrHtNJpXjJJZeU9VQZwLxarG1KnLOLrfZf0Abx5COe+SbCEeOsT26dcWu+WrvVuq68wQl71hYn1BH8LrvssiL+EfMIcQQ7Qh2BUDz3s/kg7xqhGssEw7pRlPjS9hHUOd6E8tMryP9VV11V0rAe7SRD9XL0DJ55koGgR5iFrTUqJxmUEwFlMZ6bOG0TMGK0nZEnGTyzZ1fWnn2SwVrEllZRx71jkwzaAe9i9fSd5L21Ve7tubVjn/jEJ9J5551XsNhyyy3TMccck4444ojyHojXZCBkCouxvMQFF1xQynn//fcfeAm4bs++Io+qPLhoT7ezcWw1BELQWw2O+CcQCAR+hUAIelEVZgGBWRX0qjeJjnWvLgsjlUE5zevSqSMh6DX7pujY64z7ECimufyJAgxFdZih2KsuN4vQwlOrmBJwGDiLYeT0yrW8wRCWQsXUb5hWrzP/twfxCEtLfQ29b37zm+nKK68sopp34ua88aC1Vm28RGBjqDPaiXZwJBzwsNMuEeH8r16KD0uCClHBDu3i2aCJ4LBy5criLcMDT1o2afIh5hGdCFDeR+n6lpayI84QC4mNNpu68MILi2DiOulXw7q97Opv97KLLoFx0sJWrWeeY9KCHnyJW9Z832STTSocE/muz417Jy1sqXvqpHphM7BJhtrG9GtTxpUf76y6ro4T1ScZtPneU+3EpPnp6quvLvdW3ieeeGI64YQTygCCfGizDjzwwHTUUUeVdofY2mSQvrAYz33FFVeUOv6sZz2rDFYM+1xTI+gpsNpIVlXcQ9XK1esBa+NaG53OeBogRoxvZK6i+tR057u+Pb0Q9NrRiN+BQCBQEQhBryKx9L9xCdEAjzA+6lpC+EUncJDAaMJZjJpuwT3E0anDjTwgdDhwJO7yEWpecKbz8tQvzKqgp5PFoGFMMg67Bc8PK3GnOcin8pvPG2Wxn0FdUp/b+2aLnade94epvCr7aS5/mHpXYarv6Xtaw7RiysDdZpttigEEu/a+fz/jW7zlIuhdf/31Zcqt57WbOp4hylVRj/Cm/dkq74ROLPJbu8oDjFhWd3RXR2+66aZSZ/fbb79iSBPqpL/11luX63FUnRIKf3zoo5zwI68/cdyLlxVBVV60gWeeeWY655xzyrvg3sQqAmCvIB33l/bmm2/eK9pYjtf2ECZ4d5JBGZnmzLtx0p5q3htt1mI891133VXqlnpL8J1k8MyeXVl79kkG/Rx1nRA/aUEPj6rr3uVJ85OBAkFbcPLJJ6eTTjqptE+OKY999903veQlLykefP5vMtQ+9WL0H+zcbYmE5zznOSPV86kR9BAKJV4losR7kVUmozkKTgXz8WI57kUTuGvffffdhSQ0doL4PtJyDgEwjgCG2JCMeyhAxINwHGM01evdS3CvuUp93+0pXfC5lG6+qJyLP4FAIBAIQCAEveVTD3AJgwZ/MGrwC88H0wQYQzqA+Ke9M9jeKcZLvBJ01HbeeediTEGPAe06fPO9732vTC0yQi2+6VP4C9/hOR1cHCUv4jKCdIJcKw1p1dDOYTqJ0hjUIMGX0iIE4ujFCgya448/Pn3yk58shk23fLRzdrfz03JMPn3ay2Va8taZj8C0E5Hl8/+01lPt7Bve8IZ08MEHl8LQttaBFG1lL+NbvOUi6LF7dtpppzkvOEaqthw/WR+PAIe/TMNl/2hftfHOi0c8giW7qAo5u+yyS+Eh11rbCucQl9hq0scPOIpYePnll6e99tqriK433HBDOU+sgz87i11XPfcIidpCAT/14xl55MVDEFQPJhnwKsxw56SNftOcb85eWzh+0p6J9bnVB59JBsKy/g1hi9fWJIOy9uzKetD+UlP5I2zpp+lfquuTDN55bb/3sFdbOq78mGbr3p7bVNt/+Zd/KUsGyId+78te9rIy7VZbUvsmTeVF2yTQhGp71FTa86Wz5KbcasgZScgGKVCovVBcs71MKpmXS+PvBavgIxMfLzsy0uAreP8jKS8GgwRJqaAqQSUVI0UMMS8O40qlEccLJA334xWA3BTw+r+8P21627lp/bsfVJHnK6Q4HwgEAssDgQcekUcPtz84rb39AWnFeg8OLCyPJ19+T4mjLr300sIXOh6mAOkErFq1qvAEkQ3f4Bm/cRLjBaf47XprEK3MU5Z4muAYoXZa8R3BT5oEP9+MJIYQwxVH6djjMhyHm6pxpOOP16QlPm7TKWa0uRa34TrcNkjwDK7Du5PuzLfnT/4//vGPpw996ENljaf2c/E7EAgElg8C2223XXrb296WDjvssPLQ2sHanmk7+xljbAFtZRUAlyJqPPLqAJP223Quz+vDxtKOs7H8zzAWV/sOG6IRTuHw4Fq/cRjMdt1112Jou55IJ13niXO876SBc3w7T3DDNwQZ5cJhg51ncMo5abYH6da8tB9v/40/ebPgUtw5yUAQhpFnmbSgVz0gDeRZS2ySwbvFFlc+PpMM+kb6Pvoz6uokw2IKet5h7506vpwEPcsFaM9tiqHveuqpp6bTTjut9Juf9rSnpec///mlDartfZP1QXuHO/Sv+3FIk/esaVl6QNvJC1o+hg1T46GnoUcQ1113XRHvGD0ekJAHXI2phtSH8KZhccxvH5XeN3FPo7f33nuXuNzFuWYb1XCeIaZxVGkQCoJAIu7FcJIuckI6DKNPf/rT6XOf+1xJa6cnbJReulWubOt1n/IzbCHEdYFAIDDbCLQIejscnNZaFYLebJfk/LnHTeeff34R4gwiMVgYQHhHJwwhV47BJzr/+EUHEQcJDCdinXDrrbcWjmMYPfWpTy3HrIGEn4iExEG8J57juFIHFy/Ki3P4zL3xoM6OgTCGL8MKhxEI5eHwww9PhxxySPldbjTPHxwrbfmedCenPWsEPaO1H/jAB8pgX/u5+B0IBALLBwHG3jve8Y70ghe8oDy09qk99GqnHPchZI3DIGzPw7T+rhjArBM3edbOt5+rfIUHOsN8aS00Pq4MQa8TtQf/D0EvBL3uNaP5o4vpoVcFvR133HFOPKfRaIf0hwnq4woh6DWILCOF8aFBZ9jw0PNhuPCC4GmnU+83w8hOR0iZ+MaQYTQpdK7mKuSee+5ZvnlPGM2xmCjllcDHQGII8bxbmb0kBGKeCsMoq+s8IP7VPPR+kfOWPfQeeU946BXQ4k8gEAgUBHjorQhBb1nUBtxhagDOIJwR54hqPBPwh6lJX/va18pivgaTeMQxVvAZAdBUKNcbMCIE4iSedbzKDUThIR58DCuiHJ7Di+IYsGJc4UJ8hyvdF09JixcF/tPxcd/qoedafIYLCXvdDLRuhaeT4zr38AyLFWB+7LHHpg9/+MM9PfSqgcrQnOZQ8ymPs5DXac8jHCumkVdoNBMqplKbJlxNE33LW96Snvvc55YHlU9tlKCN6pVX8dgO2tcav1wUf6YCgRD0ehdDCHoh6PWuHc2emSZBr9kn659aCHr98VnQWcYRgY0wx7WWgcIIqR4CzvvN6GHgmEZEoKteD1Rc3gmI2nEu3YwXXg3ScQyRS99xpF8FQ8ZPVYHFM52JISZ+e4hNMdrRiN+BQCBQEYg19CoSS//bNCPr+OANxqWBqOoph1fwC5GOAYnLKu8YbBIMLjnvG68Ry4hvOhTEPsKc9PEhTnPegJc4gvTwGhGR4Ee0I/DhR4KhPJhS1W2tHTxnAMy1gwSDX5UfceNiBc/45S9/OZ1yyilF1OyWjypSVq+SbnGm4Zh8+sjnLORVffKZ5gBP7xs8ZyGvsJyFsocpPKcpr9q1Y445pgx+wFHZV4GOKNQrr+JpYw2k1PiujzAdCISg17scQtALQa937Wj2TAh6MeV25BpVPRx0HpAuAwYxE+CsvcBQYdDoYPho/MXxqaNujCrHeSAwhBgjjCELi/tmKCHy2gFwrf+lJ1TDyb18xGsPIei1oxG/A4FAoCIQgl5FYul/V04xsMQjDz85hm+Idj6MRoIdfqmDTviMGOhDHDNo5JvXnXg4y/o4uIfoZrMN53DjyuxJTijkqYcfCVyOu4d74zDXyIt7S6fbrnCzKujhdVObDeR53m5BR1T/YTGFx2756jwmn+qEfE5zXtUpYm7th3U+x7T8L5/w9NFfnHZMvevqqffX9zSGWvbyClOfacmr9o1ntP68UPvzfmsnQtCDxOwFZRdTbruXWwh6Ieh1rxnNHNW2aze1+/qX2lQ82qstbeaua6bSOeV2zRjjO+K54eC5J811S24NvfEVU3Mph6DXHJaRUiCwlBAIQW8pleZoz1I7RjpHnaF2FNrPdTtWr+t3rsZp/54v/qwKeu3P2Os3z0XY83qc5iCfhDLC5DTnVR0lPsJ02kUynfFZwLRdfJomkazzfallD1N1dDGMnM489fq/HdMQ9HqhtOZx9Y9TA2FZeRNvDVL5Jo7XgFNqHOf9X+uDeFWY9rvi77e4gvjupR4pK+9qPVfv4TsEvXY0Vv8dgl4IeqvXiOb+816qXxyivJcGmg0ee2dD0GsO534phaDXD50xnWvdd3tqXfi5lG755pjuEMkGAoHALCJQBL1Vz0hrb/f02OV2FgtwmeQ5BL3FL+gQ9JotA2JECHrNY0rMDUGvWVynKTXLGlmbnEGvrHl7a5t8+xDivFu+Lf8gjiWPCHiuxSXi+RZ4hNuRlNi3MnuU8zgXDFx85zvfKR7W3lNTpnlXdop6IegVuLr+CUEvBL2uFWPEg959u0afddZZZUNS7/Yzn/nMdOihh5aZjiHojQjwgJeHoDcgUE1Ga/3gjtS68qSUbr+syWQjrUAgEJhxBB542IYpbbVfWnurp6UVD3+wIzvjjxTZX4IIhKC3+IUagl6zZRCCXrN4Sg2mIeg1j+s0pXj55Zena665pohyBDZTmYlqtX2yNARBl/B2xRVXFMFu9913Lx581nAlBoqvnti8kGef3dR55+27775lHVfPa9kIogFhUCD0bbvttmUJpboEhePqHK8gn14Bf8mzNGyQOMnAu9CzETn65XEcebIOvCU46vru47hHrzSVv7Il9ijvSQZLbFgyy+ZfxORJBmWtzD2zZ59kuO6668qyKuq4JVjGFazl/NnPfjadeuqpRXD3rNZxfv3rX58OOOCA8vzjune3dC+99NLSDqxataq0Pd3ijOuYdkyo3sfjuk+3dLWbvCJhrh0eNqzIjex0LuIx7BON8brW/VnQu/bUlO64Yox3iaQDgUBg1hB4YN0s4m25T1p7y73TioeNj4BnDZfI73QhEILe4pdHNZhjym0zZRGCXjM4tqcSgl47Gkvzt53UCW0MSUIRbzueYAxaAgYhjnjlPM87oh2hjpedNVytd0UU3GqrrcoGJQQQu7fjmKc85SlFdJOWDZuuv/76IhRaI484RBjk0XfmmWems88+u9xPHmwiJf1eQZt5c95V3jrp8jPJ4J3wjLCZtMADt7pJ1sYbbzzJxy6CLlFvMZ5bHSRmqhvd1gQeJxCemaDnuSftqUYwNx2ekFk3QxvHs3p/jzvuuPIeV7FW/+TII49Mz3/+80cSl4bJLyHTe2aNVO/aJEO936TFes941VVXlQEQO7fXtWGHefYQ9BaAWgh6CwArogYCywiBEPSWUWEP+KjGyhg0pjXoEOog1tFunQcdl/ZQx9Yc17lqv0Ya7QaF66TVnkY1xKpXRXva9fdSFPR0uOHDUISh39Mc2qeHKrNpDeqWuqQeLkYnd1Bc5LPdm2yay7++w+qpd7y+84M+66Ti1bJX/uqoz7B5bS+fceSf0e3dF2q72e0+4nn3eEDU+N3iLZdjBD2GJKGEYEIkM5VW8D75bZMlooL331RZQpzytAHTRRddlK688spy/KlPfWrZIEp6RBi7v7eLUDzxqjgjHfEJiOeff37x6tPGMGSJVfMJenaV57UknUkG9acKelX8mNT94WfasrIiek4y1D4Lnp30c/POs8mYejGK0DEMXspamXtmzz7JQLTWV7O52TgFPZ63n/jEJ9IFF1ww12/y3K985SvTy172srLR2ySf++qrry63e9KTnjRxQU+bh+O0dcNy3bBYEVZ5oB5yyCFlAGXYdGZK0PNSGRmiXNfGVSH4+L+G+vIhntoR1Sh5McVD5joofuuwCM4Z/REQSjfCD0GvwBN/AoFAoAOBEPQ6AIl/C8eYJmO0FScxQhiTDBkGFN4SdB6IEDpwuMduuQwpHVlxjZjqzNfd23lLuFYnt6bBeDI9haFl512d/spt7UWxFAU9hiJvEbvgwnnSRkc7voP81mHWv9A3mea86j/Jp/o5C/mcBUz1OWtfVV2dtOEwSP0Up5a9fnN9p4bNqzZtr732Stttt91qAxCD5mW+eLVPL556ShzqFsSTlxD0HkSHoKfN3GGHHQqX4BDHeNRpm3ALO6nuuo5v9txzz1KGPO5M1/POwdy57bffPt2chQgijLLWzhGixGG3ScvC+3isTrl1bW1blFuN1638HHOeaMhrcJtttukVbSzH1R+c6n2oduVYbtQl0cVeQ08Z1nagS/bGdoioXL1DJy1kqr/aP2Xt2ScZTCtX1wlbdS3Kcdyf1+cJJ5xQpt3eeOON5Z3lHfemN70pHXbYYRPnp7rLrTap9m3H8dzd0qz3G2Xwqlu6gxyzhp52dr/99iv9/UGu6RZnpgQ9xsrFF19cjBuVHACbbrppMV68eDohgg6+wnEeYREAvZyVnPxGRgwf7uJeVsYTMtJpUaGd04i5po74rv2Tu9NDbv5qWvuuq7phGccCgUBgmSIQgt4yLfg+j81A4sWAW3RGiXiMFwIdoc5v/MJI0GEn/q3Mi4kzdlxr1FSogopOjuPIn3fCPvvsU4wjcc4777wi6OE28U15khZucw/3wo/1nr2MXmm1B+KiNHGodKYxmOb1N3/zN+mMM87oacxPY74jT4HAckCAV9Fb3vKWdPTRRxcDuelnXqigp03Tt1/ugacb8Y4NpIwICKa8GfTBM6Y64g/n/Q9ngh4+4FGCx4hq7Cbn/WajSZMNJU3BMQIFmwvvWaOLfSW99oCbpFMdK9rP1d/yVqcJh6BXURnvN9tamSsfn0mG5SzoeW/U8XEKespSv/PEE08s/U33OuaYY4qwpI84aD+xqTpRBb0dd9yx64B0U/fplo7BHn1n/VzfkwzLclMMBGPxQGIdl25GBiPFBxFobJA1okIYu+22W1l3AJkwqhhBXhAVmBGw6667FhdyL45jvpGaSm1RRoKg0SBuoCr24x7+QFq1Vl6Y9Jd3TLKs416BQCAw5Qg8KOjtm9fQ2yvW0JvysppU9nCSASheCriHF4PRZkYSzuJ1x5uBt4HOBFGPaLfLLruUzgwes74Q3nvGM55RzuEyx02DwoH4TiDo4T+GlHu6n2lNrsVhvPfwpvMGwXTQBwmu0aGvouAg10w6jk7gu971rvSVr3xl4h3QST9r3C8QmDUETJV7+9vfXqZxaUuaDtpS4pBvbWs/Y0y7p60dRz6afq7FTI+9A8eKa8UUxsME1/u4vlca+CsEve7oLraHXgh6k/fQm5Sg11nj9Pm8o/p8Ieh1ojOe/5etoHfOOeeUEZy6RgOSMGrDlZuxxGAx+kbQs94D0Q9Ypj0xlLiC84iQjhGmldmLwYgSIU8FZmAR8oh9DK1TTjklnXbaaaWj8OTNHpWes1VK26z/4NTc8RRtpBoIBAKzhoBdbldsuU9aa4sQ9Gat7MaVX8YJ7iHAWQfF9AneB4xJHSXGEv6qa+PgI0Kcnc2cNx2C1xl+s/uVwSjXE+hcS5jDb9Kr6xO57tvf/nbx0CPo+f3FL36xeFTIg3QcH3QnLWm7F0N50p27QcvFIN9f/uVfFp6e1jwO+iwRLxBYaggQ9P78z/88/dZv/dbYhDRtlFCFo24YVkGJOBGCXjeEFvdYCHq98Q9B7wkTXzuwthOLNeU2BL0Hl0Pr/VY0eyY89JrFc97UCG8863glmJZEpOP9wNhg6DCcGD3WaCDK8bIj8nEjtyaRaU88IAh1BD0vrN/EQKo0bwaGkYUouXwygJxzD52BdX9+X9rgjvPSuvddN29eI0IgEAgsHwRiyu3yKetBn1SHzKLhjEcDSXjp0ksvLZ7guAafOYe77NhnoMk34c+1/5+9O42WrCrvBn4axHmIiiYgYMvYzUzTYCNTgyCCSDCKuJSoxDhkJRqXxnzIx3xyOeWNLqdkKaMmYpgUgSiTTBJopBklTDYtkkg0vhoTNeaFt3678zTV1VX3VlWfOnXq3mevdW7dc84+e3j28N/Pfz97b35t9wB/DDbsQ4X0u++++8oMKuxC+pnAglWIP2HxDwdNepmkgmGIP0ovv6H8DpMP8cFJ3ze9b9Aw6ePHvk+f/OQnq2uvvba1pGNvXsyAG1Okq08CKdP6ZBkh1SFTyyw/+MEPVqeccspEiDRpjCW0c0088Kcf1aeF/8hn/k5fAknoDS6DJPSS0BtcO+p9kxZ6ueS23ho1IDRWdCwOkHUUnziFibIBrGOvIkoS4N5hhx3KHnoUEUoMfyz3nCZi6ZKKS3kyCED42W8PqHjvosh0uzwUo1sa+X9KICUQEkhCLySRvyEB5JqtHGAPLKJI2kcIDiHzkHVwCq5RelmXIemWdqzGYZHLJBQ8swm5JbvCsXwW3rHQEyYHF/kXJny07xECsdch/ZCFMG8YZ/IM0eg75GAbXVghIjqRZMPmbVp5UZ4u6WxzWtWxIH9nIZ3Sqg21Pa3kyqmrbSV1o+xDpuQ6blpNNthgfdWqVRvrU51tTxqDoDN+H2Sly5/+Ng/FqFP69YWVhN5gWSahl4Te4NpRbRxL6Lf1hYExc30z6F0SeknoDaobtT43UKMMqbCAmcLkmV9KkUps/7sY0FF2gITBc1gZAHVKCv/xv0QKIywmhEGJ6XVJ6PVKJO9TAikBEkhCL+tBrwQCmzyHRfAGMUbhdLHSCyUTPvEPqyjAcI6fUD75hW/eIe38DwN9z5m0Muj3zmbk/PVzC5HQk2d5Jz8ya6slYZSHAbPylu62p9U4iEyNo9rspNPVdplqt9o4p76OS5I1URbkqZ6qo1tC5uujLLs10TAJJ/zFROjpw+kr6o66BFuUlbo1qoMz5KdPmsuJS5zalzoR2KNu6B88kxb9hLqiPKSJ861nvo24+pEOSegNLoEk9JLQG1Q79Adh3KQvMNFrDBh94qDvBj1PQi8JvUF1Y0E9T0JvQRVnZiYlUJsEktCrTZQZ0AQlsBAJvRCXwSzlkuLYZhcKeCjIbU0rgsDgnky3hNCZdP6C3EYgtF2m3eQTMqSthF6UPZlqT8q/rWntlilSSH3t5/hbCBZ6DgFi+S0viDT7rtomyP8cYo0MEMZB8rn3vPud/50Yq42z6CafeM+/excHN1iJ25KI5ffSjhW5fsy2R2QufoYQtjhihW4Flf3MOaShfWJZkEsjK/N+K6CS0Cvi6vsnCb0k9PpVDP3yTTfdVF1yySWlTzCR+4pXvKI69thjSzuL9tvv20HPktBrHusW5aEYgypgY89/8aPqifsur5740d2NRZkRpQRSAu2XQCH0dlxVbZ2HYrS/sBZxCpPQm37hJ6FXbxkkoVevPIWWhF79Mq0rRAf1Ia7ty2oPVUo7go1FDpKYdY4VSKy6kW/IOaSa/1lJwgAHNlH+b7311vKdPcn1S7Z88K3Le1tBIOHsT75u3bpC2iH1xOGyf6n39ncVvhPWHdq0cuXKciihPNvTFQGJfLDdg3Dt78o/oko6kcXIROl3DXLyYWuF2FZikL9JPJc+eUWUzpXGScRt9ZitJVi6IkubdOqVC+HqatIhiB1UyerMdllNOmUddVKZN+m0N21Qu57LslmdOOOMM6rLL7+8tGvpdfjnm9/85urQQw8d+vCz7ryZxNGnqONN5/vOO+8s2KNvI/8mnQmSsCZuevLKJI3+9Mgjjxy4umYYWSzpJDx3Zh5GUvz852PVEw9dUVU/vmfYL9JfSiAlsAgk8PhTn1dV2x9UbbX9gdWSp22+d9kiEEFmcQYkkITe9AspCb16yyAJvXrlKbQk9OqXaV0hssZhNUnpRXYoK4QLsgtRZ69V+6wiBBBnLOP8jwjS9/CDXKNAstCjvHtHeUfo2U/cxYoOObD99tuXgwWRB9tuu20h91jjeRcHE9qLXLgIRoSftDmUUDzSRs0UJlJQHNJlOwnk5Le+9a0St/1ixcVCaJCTb9Z+vuW/SUdOCJOwfmwybkSoskbuKIMmnTy71I+mCR6ELzITkanONenUW21LnpV5k077Rdqr47YIG+QcEnrBBRcU69nwo34cffTR1RFHHFHaeDwf9nea+Wbdy7E6lo4mHSJTP4W0bpoWc3Ary+UTTzyx9Lvj5jsJvVEk918dQu/7V3YIve+N8lX6TQmkBBa4BB7fprM/EEJvuxVJ6C3wsp7l7CWhN/3SS0Kv3jJIQq9eeQotCb36ZVpXiBdffHEhxnbeeediuYTkQXywMEE8IECcro40O+CAAyrLuZBs/FNUERT+Z3135ZVXll/kG+s637LMQZx5v88++5QT0+EGaz57dTk1fe+9965e/vKXb1xKi2Dzre9YVVnCizAUb/eBUGQgLtZWCDIWfkhF6RYfElE+BjmkpQMNkTviaNJJL6shaZ2GhR4rR2RN0xZ6yDzkinrTtIVeEMTTsNCTZ3mX56aJTBZ6SFx1fC4LvTVr1lSf/exnq1tuuaXUS/225e9vetObqhNOOKEQoaO2EcSWcNTxponMsNDTd0lHky4mEkxCNE3osdDT/61evXq2LPRUEJcK030NW3AhaN8Ocvx0++O3O07fRUXVSXP9vikvuv8kodctjfw/JZAS+F8JJKG3cKqCAZzZUb+wA9C75sKcQbmHM8KBM/PNOPIbg6hY7iFcA4xQJuBUzBjHzDk/nvPnnW/F1S+90yL05I2VCIUssFe663Sh0JJDm510GqyqY21Oq/ojnVEv2yrTSKe0IhTaLtPoB/QLMU6dlGwRLZY49usL5oqTf31et0wnnda50jPXu+6+lUwH9S/8aXtkEmUwV7htfXfZZZeVPBx22GGlXCn+9rdT9/WvZLCuYwnHSm7F8La+7QAAQABJREFUihWFdHOPiFOmlroi25QtEg9psHz58kIK+B6BQE4s6RBsFE3WdyzE1AHEEsuhvfbaq3rooYeKBaAwEXos9ljZCO/AAzurFTr1CCZZJmvprTSJT52EX8KLesWfvOgXBzkYggCUNsuEm3TqD5lJZ9OEXu6hl3vo9avr2sNZZ51VnX322cUC1mTh4YcfXr3jHe+o9t9//zJu7PfdXM9irAtHB/Wlc32/Je8QW/oMfYu21qTT5+mL5Dv6pKbitw+iftcyaekY1zVqoUdIzL+BA0BVYDrmyICC7Bak/3WinqtYOlKdvf9V3FhjzR8/Lo7SAjw8BzT8uQcgYbZrFkm8Zjz4A2T8CNs3QF/c3rk2BNwxb193VVX95N4N9/k3JZASSAl0JJCE3sKpBhQXCojBEuyw3GNpZy8TuAAfAmsCG9wHRgRewSqud6mM95xwOJjke/cUIjPSMI4FgwsuUZAiDZQ2fmCc5Unwk/OtZRqee+adpRqRxuKp80d48hXpi+eDfuEgGQh3S4gScrjxxhuL0ij+SThjCvkdNm+TSMMwYUqneiCdbU6rehn1dRbSqS3NikyjXUa/MUy9GcfP6s6Mv315KGmjOGUfhJ52r9+ZdFpHSV+3X3U0CLrFQOixxqH/UHoDexBp9q5D/CC69NdIO5Z4SLtYLsu6S//Lv6W5ytUvqx5WQcLTV7PEC9JOOHBDOJ6zlkLYeQ6L7IEHb9yL99577y16lmW46gxcuuGGG6of//jHhRz0LWJPHrqdsqMbzkXoCT8IvV133bX784n/r54lodfsHnrqG11dvW16ibVxD0xB3jaNf6xQtUN1PDiLQRVcm0Hy33zzzWWpquW2rGClfxyXhF7zhN5MHoqhw77qqqvKDA82Umevc9dQNRgVSeMJKwXPKCcqZnT09mHQ4Zs5cnGhePEL2DUGM1bCtxZbg7BGmXJi3wf+v/nNb5aZIuvMpQsw+Qapt7SjvDH5pBCZ1XIJ6+mP/0f1vH+/pXraLzas8x6nseQ3KYGUwMKTwONP7Sy53S6X3C6EkqWQWLIET/T7JqEsPaLIwAeDesoI5QJ2xKCPMhT721BykHSwihUDMhCuwCJhxuQRJQgWUpgoKgavvhE3hUjcllWwtLDEyXsDN/GuWrWq4BuZ+xY2Ur6Re9ILw+Je+NIZZNKw5QQDfeP7LbFKsPTqb//2b6tzzz23pHPY+NNfSiAlML4E3v/+91fvfe97R17GE4Sesbc+xKXfaqMbhdCjY+i7gwBsY37GTVOUj7Lrdp67PHcN8hff9PqP5367J7S6n9fxP0wLPW9QeEnovaiQr4PkM4nnxg36AeXjatIloTc/oVd3eSSh1zzWzSyhZ6YGQeZIc5YQSDvm12GxoMPmzBxRbCglAIayAoQ9d/mfMuR7ypFKiJVG8lmHDRgAPSXEM4oRizwEn9kqfig9zFKDQBS3DoQSQ5lCABJ0rE/f4QVPqw5+8X9UL3naz+tuQxleSiAlMMMSSEJvhguvJ+kIPdYO8IXyB3tYMcAHxBQccfnfQBfBh8CDSfvtt1/BHhYQYR3OQgGGIfNgkUGxbynJ8G3PPfcsmCZe2GbCCSaxmoBBliHYh4i/u+66q1hXwCgWGkhGOAcrhWtiStwsIGAYjGXOz8pPmoPog5fDOHkLHIW14zrpsNeL5SEsNdKlBFICk5fAhz70oQqppy8axSF+9GeUef2Kth9E0CjhNOFXWqVT+ugRc6WTP32f33TtkoB6loRe/zLJJbdpode/ZtT/NAm9JPSGqlU67GuvvbaQaxQUChNliaJBQWEhR3lgXkuxofRYdoSMs+SI8kJh4Z+jJLAcQAgacDA1dyHsKDCIQ5YOFCF+KT0An/K1rrOnhHiYtBoAqMSsHyhZFCFxGdAgIJF6wn/pts+oDtnuv6odnvGLofKbnlICKYHFIYEk9BZOOSPWLC+CM0i42MAb9iD2YA78gBuwxa+T9xB+8ASO+Y5Vnf2GXMg52ANjTEDBLKQdXLPXkLgQcbDLpJL7lStXFuv1a665poQHL2+//fYSv/cmpxB+sMs+R/CSNSDsQvbBVNgJw6TJPcKRVXzvcqdBpRdKfUx6DfI333PpQOideeaZSejNJ6x8nxKoSQIIvQ984AMjE3qiR3q5jH1dbXb0Bi4MA/qlVT8tPyYpktDrJ6HpPktCb7D8k9BLQm9w7aj3TRJ6SegNVaN02CzjKAksCICqpbAxY2/NOKUj9nlgJUExUsEAtl9hUIIANzIwrBm8o1z5VniUKIoXiwiKD4ULWUeR8Y1luZQg5J0wfUORsvxJOJYB9y43eMqv/73a5tHrqq1/et9Q+U1PKYGUwOKQQO6ht3DK2f558MLm3bADTiHzEH3wCY7AC4ohq3AWIog0mIPQgzswzvf8WQLLIh0phtAzOOcomCa2nESIoDPpxJqPn8Ahv9ddd125t5xXunxvcsq30gP7kIlBJEoT/IJ1FHHphXHS6de9uIdxwpcXeZL+cR05fOlLX6rOP//8MqE2bjhzfSd/3LB5myusSb6TTpd0zkJaZ0WmUWYp05BEVb3zne+s/uAP/mDkJbdC0K90j4GfDLVd/2lL+ihO/zao/PmTJ5Mg4b9dOVncqVF2aaHXvw4kobewCL0Yh+mT+k0wjLKHXv8aM/5TfaR0GSfONUEyfgyDv1ysh2LM5JJbQKtjUllYzvlFriHmKAuUGpXbRYFgyRAWCBSW8MO6QVgahYtfhB+Fh/8Ikx9WDZYbCItyE8ugWDNQ1LwXrvtYNoUwlL7NQD9PuR3cEvNNSmARSyAJvYVT+Ag1JBxrPJM+HIyIE/3gAgyCH7ACrpgMoowg2SjBCCyDIVgGm2KpLctzYcEjAyb+We/BQhgkHH7EbXJKWEEk8udbGOp7loMxuWWibF3HahABB9OWdvbr867XwVETZ8Na3AhPHnwnveM6369du7YsGYbXk3DKBeYPm7dJpGGYMKVT3TF2aXtapZObhXSS6yzIdBhrsmHq0TB+DjrooGLpqw2P4vRHFDvf6Y9GmQQYJZ46/JKnsueU/yAllD86xmIi9PSHys8l78pU/0tO7uHLKE44JpM4E0a+1zfAJX0FGQtfffFeuQR2eC9OV/Qr3XFLUxJ63RJ58v8k9BYOoYefMFYzAawdOLjGOFB7CZeE3uI65XYmCb2orMP+AiMDi9a4JPRaUxSZkJRAmySQhF6bSmPL0kI5oVxQVkJRFCJlBhlGaTH4gk/xniJCsYkJI/5CaeLfwI3/cAZ1FE/+KVmceOM5pTOU8JiwogiFP3GJ2yVc8cW3nrHsC//lo//9My1CT15DsRykcHenc5z/lUnEM873TX0jncqWYkwmbXVB6pDplpC5k85fpDPIpzbLVF8QfYb+YVJtIWSurukHRh1H98o0Cb2Q6Gz9qmMst01GWY3EajxOw7VKykQT/FAvXXBFnfS/X/UAdrnnz0m4toXwjPW6022RTSaiTCBpg7aOYKRh6weGESzewzhDfKzYTZQJW5guTtxwLAjDfpKGX3nK7U79RDOxZ8raWEhdcjXp1CsTrCY3F8Ipt8Z4DjU777zzSjvUrmzN8vrXv77sbxxjviT0ktAbp50t6XSmT2oZ44SwmL5JQm8xlXbmNSUwtASS0BtaVOlxihKYFqHXRJaT0KtXykHqzAKhh7SaBZKUAheEHuWurcPvKPsgSZPQq7dtNRWacrOMzZ6w9hd3CJN7BJu9WxFuJoxYYrsQce5NKKmfnJVPtj7ikGneI3bUEYQego+1kb1ZTWxxsT0EMgjBzmpcmMgZ30iLNuve/qraQVgLIvYGOfhlmyYTVsjJJp22GxaJTRNbVgyQM9IUudWkU4Yu5TJX2UwiTbY6sXIBOWxFQpNOPy3fyrqufGtfZ5xxRnXhhReWCdhoQ6ecckp14oknlnYjj4hzE7RLOyst1PUmnT5furT/SU849ebLShNx66eC3Oz1M6l7E+v6oWlMXuqf9ZGrV68uk/zj5jEJvVEk91//Vj3x8FVV9ZN7R/kq/aYEUgILXAKPb9M5RfB3VlZbbXdAteSpo50ouMBFk9lrkQSS0Jt+YaSFXr1lQAFIQq9+meaS23plOo3QkGl33313uViDB9GGnGIl5+DAICtYQCHXKLSx1QR/LPFY1akPwmORx4LIuyDpPOfHHrDIP4cv2fuVxR3S0B6ytpG44447yncObeLvoosuqr7xjW+UNCBtkFX6x36Osi0ecYhXeE06/QyCB8nRNNFBjogt5E6/rTQmKYdp5ts2WOqo+hik8iTz2h22+u3SPuqaeGFx+LWvfa2Q6tHutKtDDjmkOu644zbWaUQmS1V1HNHepIsJpzrzPWz613WWIqtvSP8g+If9dkv9Rb6bJuulG4FrS52TTjppiyxRk9AbpRb86sfVE/9yXVX93zwUYxSxpd+UwEKXwONP6ZB42+5fbbXtvtWSbZ690LOb+ZtRCSShN/2CS0Kv3jJIQq9eeQqNTJPQq1+uTYeIAEO+sWqjoCMHkEP6IFZ6/keWsACL/V+RGMrecySb/32HzOIPKcd6CAHo3sWahxLOAglpuP/++1fXX399CR8JFYQeCxzhB6EXh0khTOxLK07xDXLwKw5LRCA26aQbyYDMC+vFpuJHoq7rkB1kS/Fv0il3ZIf60zTZgQBDMiN6myZwlbW8K+sg37ZU7pajf+YznylENktXTpm+8Y1vrN7ylrdstL7UZrUxy+SbJjJZxqnriP2miWuWarDHwaTTsNBTHvJdF4ErvGGcZdj6ycMPP3zghMYw4SShN4yUwk8Qej+7P57kb0ogJZASqAqh98L9ktBbpHUhBgAGI1zv/ShiiW99E+H53/O4Dz/u/d99H3580+tmidAb1RKCkuobSmybnXRSWg3o25xW9Ug6yXQay1CGLUPpnEULPcrxpBQmMqGUzdUXzCXfKHtKlTo6DSVnrvR1v5PPbuuKQTLlTz1h3RX+u8NZiP8rN+QAqzbkHWJCmSLPYAF5sMBTxsqcRZRnQVyRGUKBH/9/+9vfLstr991330JEICi+//3vF+sxBBsChHztlSdO9+Jhpee5w6KQM4gK8XQ77SEPxeiWyJP/56EYC2MPPe3v0ksvrc4+++xilaV9IHF+//d/v+yhF/2SNqu9alNNE3owX1+g7xjUlz5ZM+v9L0+5PXSzfnEUCbeW0MOKU1JUcJXLvd9hzTB9q/H4BUSuYNn9r6K6/B9+he9eI/O7mUtCbzOR5IOUQEqgSkJvEVcCiojBVygzcIT1Axen4Q4rHhhlqQW8o3hRemCRZ+IJggUZJB7vKWMx2+sbipPffm5WCD1yMDPP4gM+D+PIht82k0/yIZ3KJ4iSYfI2DT8x3iJT9bGtTjrJ09hQ2be5/KXVmDbGnMPW7VFlb7YfqYI8Fueozje99XRSaR01bb3+9Y+hCM9FkvKnv1xMhB55sHJi7QNDXGTg0mYee+yxjUs5EW3ajqW5yt9hGto98o1VGIxB6CHqLPtc2tnfy8EanL3w1DUYaPkYP75jfcSiz3JRVn6+YX3Tj6SQ1iT0emv3hvsk9BYGoac0tTFt4pZbbilt5uCDDy7EXfeYLQm9PBSjf08w99PWEnpmfihFzLhVdLNABilAx2A/CDekHPAx2HABdu8oLpQBjcd3LqDCP8ASNj8ULs8oZL4H9kDIc+GIy8Ut+fW/V1s/dmO15D8emFuq+TYlkBJYVBJIC71FVdybZJZVw9q1a4uStPfeexelhgk93GLJ4DewyS/FJfALtlCCArfsF0MBs4wJZrGMoCg5KZBSFooVBco3FCs4B9soacL1DX8RrzhgHBfkX9xvkpE+N5QwRAmsbJLUgcfnn39+ddVVVw1N0IRMh81bn+w28kg6XdI5C2kllFlI56zINAg2fcGknAMPTj755HJwgP5lVCeN+g+XMbR+o61OWmOiXx81SK78LTZCb5gy07bJxtXtQo69z7v99Pt/3O+S0OsnzQ3PktBbOITe4FJ+8k0SeknoPVkbhv+vtYTetddeW/ZKsFkkEL7yyivLySf77LNP2STTM86ME8UGiAAEJ+FQhHSA9meg7Dg9xGylzWEBv30aKGH8uzdYofSYkTQotN/DyzonKInDTJMNKoX/nG1+XW235MHqOY//6/ASTp8pgZTAgpfABkLPHnr75B56C760N80gAu6KK64oGHLUUUeV38svv7xgjtlXSialybIjWGPZkQkjmMLqgbUCfEKeIepgDj++c9oXXLrxxhtLGAhC74RDUadsIQFhFRLPxJe4Xv7yl5f9j5CAwkMQwklpiMmqTXPR/064vgsLwf6+6n8Knz/2sY9VZ511Vom7/hgyxJTAwpXA8ccfX73//e8vhxNov+M4ZJ5v9UOutjp9oHTqT43j/fZz/MlTWJL185PPpieBJPQGyz4JvST0BteOet8Yb+orTeQ0PZGXS24X6JJb5qi33nprxeIBQNtM1bHoKpulOJSgqGx+EXPe2diVVR+FRyeIjAMU/KzrbCrKokFFpUAt7Zh/33XXXcVazzHqLBuQgPwvW7asxHH11VdXyEUDhZ23e2515LKtq6XPb+/gpt6mnaGlBFICw0ggCb1hpLQw/SD0LKHwa8IJ+QVXEGzIM9ZtnIml2EQcfsEUyiWSDfbAJNjEOg0xx4rc5BPrO5gnLP4QeDYkN+h6+OGHi3/PkX2IMLhpUspJg8g8GHbvvfcWwhDR57l4h3EUZZNcgaHDfFOHH9j94Q9/uPriF7+4cTlxHeFmGCmBxSCBE088sfrQhz5UDicYl9AzYeDST7na6vSD+ih6Qlz90uodf0i9cawW+4WZz+qTQBJ6g2WZhF4SeoNrR71vktBr/lCMf/qnfyorRw89dIESemvWrCnkmiWwAJtVghOXzBRSiihHAJoSRPFhSYCso/Sw0vOM2SoLCBZ7lCRkHSsIyoylu/x7xi8S0Ck6FCfkIMsIS3OdqCQchOCLnrOkWvZbP6623ean9bagDC0lkBKYaQkkoTfTxbdFiUfk2TcIuYacoyzCK//DHfgFd1ws5gK7kHf2E/LeIAoeIf9g0iOPPFLwCDkoXM9h0M4771zINbhHOUXYiQM2OjmQRTpLdPsXuUfwwTATW+JAMsK6YZV838iPtFK4mnLS/dGPfrQ688wzk9BrSugZz4KRwAknnFB94AMfKITeOOSVPkkf4dLuXcbbbXTSGnlEPA5KZ+SJrhD+25ifJtIUJC05uMhMGYeMRk1D1A9hwaUI3//qEOzyLMrKb68TRu6h1yuVDfdJ6E2X0DMOc2kn+g8cQb863L/0Rn+aS25zye3otaazLVyngrYSpVk4UGJs2koRAhQaElCgnFCWEHOUIEDAaoHSQWFB1rFwYNWn4bFWQOpRvHzvG40TkSfssIoQh/ulHcs9So9viSdEtOTXP+ns/np9VeUpt+PUtfwmJbBgJZB76C3Yop03Y/BoXcf62+QRgg1hhwijxLAUd7EKYZUHa2CX9yzvWOBxJqFgjnBY+8EiVuMGjbAKDiK5YJnw4Bh84kxw8Y/UEz8FasWKFWUvWO+7MQymIhWlbRgHD6Xdd9LelIPNrPMuuuiikt9h4qU8dud1mG+m4Uc6lasyiLHFNNIxX5zS6EqZziep4d+TZ7ebVPkfccQR1Vvf+tay0kTfMKqTTn2Utq+/0fYnldZR09brP0gjz+kCg/o2/ugQi+lQjF5ZxT0sgVvwhyED7LJvOT0JDo3i4JOJJBjhexd9zAU/xKEOIaVglj3Kw1CjO54k9Lqlsen/SehNh9DTZxiLWOFgYlTfwtjH2Ew97+3PNy218e+S0EtCb5za01pCj9WBAQSgoaAYlETjARyeuQw4OP4MOljVARHfm+3hWO0BEO81SKBCqQFE/EY83gF8DTXCLQHEnzzlNiSRvymBlECXBJLQ6xLGIvvXgC+UFYRaN97AGsoT7KHIwBjYgtSLEwZhUyzPpVTF6YL8ex5LdcWDFKQcUcZgIku9UM7cR1iUtH6KPOyEjQjBYdy0CD2W+OSwfv36odNKrrC8zft9kbl0qhfqRJvTarwlnW2XaaRzVmRq3Eqm2qDfSTjtn5Wu/iLGzaPE45sk9EaR2Gz5RVBcd911pY684hWvKBNJ7lmMmwyiGyEz1AF9FP0qdCXv6EkMKtRlmKWfDgLPdhDwEM7AOzimriP9+Lc9ROxRjsQLLOJ3vokj7++5556Cn7vuumujQicPfbf0Nt1vJ6E3HUJPnbzpppuqc845p7Jq0L2tTU499dRq1apVZbw1iUqYhF4SeuPUq9YSeuNkZuLfJKE3cRFnBCmBWZRAEnqzWGr1pNkgzyDfgJ+C4pdCTFn3G0oLZYDzDNnmOVLH/xQnjqKAsBNmPKcEuY9nwvUdJ0zh+CbuPZOGfm5WCD1pJ1N5HtZRMskmZDHsd037k07lHZOQTcc/bHxB6iiDqG/Dftu0P/J0Kfs2lz+Zas+cdjspQi/6GL/juCh7fQl5Kv9JpXWc9HV/o6/rlumgPoM/bc+kR/jvDmcx/c8K3EFLyDYHD95///2Vk9lXrlxZLPasZiIrq5lsH+GwpqWdlUvqgXtWfKyUWN+xEIcrJpm8s4+55yasTMoglZHtYamnX0ccmtSyVYXVVOoWwtA1V53VZ0orowvpadKpP/KhfjVN6JEx4lR5jGpBuaUyMg7RXpSbPqtJp95ZyYAktoqhSSfPSOm/+Zu/qc4777xiBCR+RkNOEEfqKYu56uu46dUutCl1XHxNOn2+PKnjg/rSSaXHykxxs4LU1pp0MQafBtbddtttpW07VG9LyjsJvVFqTBJ6o0gr/aYEFo0EktBbNEU90xmdJUJvVEGzGDEAbTOhI0/SadDM0qXNaTWwNsgl0zYTetKJfJgFmXaTTxSmtpJkUfZJ6I3aC82Gf4ReHKiEgNO+Wb6xnEPguKLsrXRCXCB0rGxC5KnHFM9u67vbb7+99BcOMkSGOJwJCWULJI61ue+Fh9BDTl1wwQXVJZdcUsK2ZQS/2vIgp79EHCL+WKc36bQJctEfNk10kBuylMxZ7DfplLVrGvm2+sDKBGQwErdJJ8/kfuGFFxZrVvWfUwcOPvjg6rjjjitEI391O0Smuo7EVNebdDHZIb9N45M+STvT30Q6msp7xNc0aS1/9s1e2iFvTzrppLJ1zrh5TkJvFMn96ifVEz/q7KH3Hw+M8lX6TQmkBBa4BB7f+tlV9fz9qq1euHe1ZJvO/+lSAi2UQBJ60y+UJPTqLYMk9OqVp9CS0Ktfpm0KEaGHLGFFx/rLYUuWdVJqY/87hBvyCGFhmSz/SAaHLSH7kP3IBt8h7xDUliPaciImAJB8rOr0eQi4sPpZtmxZsdxDUlmKizgQnnDVvUEOfi3GJbdkz5IxtuEYJJ9JPFcnXIiOpskOlqIOqkT02kagScdCjIXe5z//+eqMM87YWE/Vb9Z573jHO0q7mESacsntdJbcKkt9XNNEplNuEdYL9pTbSTSSLQ7zN/9ePfHTm6vqvx7a4qAygJRASmDhSODxrZ7V2axzr2qr5y6vljyl83+6lEALJZCE3vQLJQm9essgCb165Sm0JPTql2mbQrzvvvsKccfqymb/CD2kjXsWSAg5hAYyj6WOJY8s5yyhpeyqHyzuEH0OHxQeKyrWft4jYYQnnFhChjgUJj8Od4olbiEXZFGechvS2PQ399Cbzh56SgGBfO6551Y33HBDaR8HHnhg9YY3vKGcIN5bhzcttfHvktCbDqGn79JnTYPQ008moTd+mxn9yyT0RpdZfpESWAQSSEJvERTyiFmMZTmUH1fv/YjBbfK9b2PQ0R2+Z5Qwz/q5SRJ6rC8oZZGufvFP8hmijIzNsLbZJaFXb+mo6xQr17SXMUtLWLT0a4PapvdcLrmtpx50y1T/E/1sb+j8IaVyD72qLGOkuLKIs6RR29Fvq5vkZMmfX1Z6nntPbqzpvLP/HZKPY+XnMCiWeKxMkHz6YKSe7/nzznfic68P7HVJ6PVK5Mn7JPSmQ+ght9Vly7wR3/psS85ZDKrLk3JJ6CWhN07dmpklt0AFAAFrDckvADDjEwOk+QTAvwZpoBV7IZh9ChDzXjzC9H6zAVkSevOJON+nBBalBJLQW5TFPjDT8MnSJYNBSg5FkoUCvLFJ+KiDQQqR5R8wiWLl1/4uwgsF1T1Cw5IQF4Ws102S0GO9YTNnaZqGI1P4DePb7KTTmEM625xWdcxYKMZabZWpdJKntE5bpto5QsPl/16nTcZ4VVrV1zY6MkXiqKv6sGlYLQwrl26ZGsOrr/0cf0no9ZNMO54pu7TQ618WSehNj9DTTzc9pklCLwm9/j3B3E9nhtDTqCgMFJKlnc0DKS86ObM9FKQYfGp4/CLkDJaAuIGe92aSzDB5zzwcgNibwGyTwYv/DQaEaWbJwMtAxsVt/fjPq23+87vV1r9eP7dU821KICWwqCSQhN6iKu55Mwsz7FNkD5h99tmnbG7sJCuY4555vf9j8igU5phogl1B/IgM9oXVBOyimMIyJJ+9ZYQDD+EiAnHXXXctuAbPhC0uGAj73A9SenszZo8kYSMUfTeXO+uss6q/+7u/K37n8jepd7CeGzZvk0rHfOFKp7JQxrOQ1lmQKXm6pp1Wm5i/9rWvrV7zmteU/a5664KyD0JPm2xr+ZOlMbG2r9272ko+DitT/vSb+rQog97yyfvpSUB7SEKvv/yT0EtCr3/NqP+pfl//P8o4sa5UfPe73y1xxz6ddYU7TDiwAcZNA+vsobeoltxSKK666qpyhLWj1W2myqTbqUwsFBB5TkliPu6YaxYKHNNuBJ3Cig02H3nkkaIEUXycqkKJ4k8YCpN/ZrXCtTcEZcrA64XP3ara7UU/rV74jJ8NUz/ST0ogJbBIJFAIved09tB7Tu6ht0iKfM5sspS75pprCn4cdNBBhdC77rrripK8YsWKgifIN5NRsAeWUWhgkm8NLJz0hSAwuLr33nsLWQffvINR/K9bt658A7co3zbNhm/2RHKSICtBGCZ87+1fZHNy/w/jDO7go/DFN5f7yEc+Un3yk58s6ZzLX75LCSxUCWizb3vb26rTTjuttN/efGrLMdlsTNlWkky69RGIL5MA87X93nw2eU+myDpuPpnKE11AGaRrlwTUsST0+pdJEnpJ6PWvGfU/TUKv+cmrRUnoffvb3y5WCJQShB4QZ8UAxCkcSDhWeEAB2+kd6wUKjHvWfdbCr1+/vihElCXKjrCQd5ZJULIMsnbfffeibF1xxRVFMUP27bLj86ujD3x29bJmD9upv8VmiCmBlECtEkhCr1ZxznxgSLkbb7yxkGvIN1YhsAZhh8SDVxRLSgycQtT59YyCyj/cMklFCYVdJqosaYVlLPDg3Nq1a8vkFdyCZwcccECFOBTPqlWryiQWDLP/izAPOeSQCqHYbw+jfkKn0MNZ6YSzc7kPf/jD1Sc+8Ykk9OYSUr5b0BKwt9Lpp59eSD3kXq8L8skYM65eP224j3Rq+9r9fETZNNMcaZWG+dIpP/rTxUDoxWolv/I7KN9BKpPjqM63wocP/idfmCE+zzn/Kxd+xOF9v7i8T0KvfwkkoTc9Qs9YzfgruAFcAdJLXZ+UyyW3ueR2nLo1M0tuWejddNNNpVEBCCScI9Vjfw+NC6HnOeCiHHlmgEW5ocywZgilyglNAIiShASkSCH/KFb+FxbFCQHIugEgPefp/1P9ztMfrp691b+NI+v8JiWQEligEsgltwu0YMfMFkLvlltuKctiKSqUGM9gCowJAo71SwwQvYNnrMtZ2sEh5J9vbTruNEHYtmzZsoJnwjDwg2Ms8RB6rPIsW7BlhNPYYhLLe+HAQvH1U6j6ZRXxF2mX1rncxz/+8epTn/pUEnpzCSnfLWgJIODf+ta3Vm95y1sKGd+bWWNS41cuSJBeP2241z8YQ2v72r1LP9NGFzKVZjI1Vu/nIk/Rp/Xzs5Ce2bPVCiS6E/2HvhS40p1P/tRJ+DOqQ9r5nt5l+wd1hs4lPphF1rAI5tkiAn7BKRjXi0FJ6A2WfhJ60yH09C3qre1Sbr311tK37LfffpVLe/J+Ei4JvST0xqlXM0PoUXQcH+1Xx09R0aAMNCgr7ik6lCbgBFgACpCy/AiwrFmzpgAcJWmXXXYpfnWU9tADQPbQw8ZbxssKUBibuDwUYxNx5E1KICWwQQJJ6GVN6JYAnLr99tsLuYV4g1nwBKEGq+AUYo1ChLjzDp5RvihGlFL3sAie2W7CxNIee+xRFKIIgzIlHLhF4RaOsPljcd7rfCf8sJ7ofd97DxeF6TtxzOXOPffc6rzzzivxz+VvUu8MrsmgrcRD5Fs6KbPKuO1pDaV7FtJJrtOWKcLkhBNOqF796lfPu4dem0ky5c4KRdvXl0X/EnW4Tb/KHfHIzUXo8aev1V+G/zblo+602CrIPq7yDEPUNzoSwwUYoU3Tiyz3Us777rtv8aPsfRNyJVPPYIa6oI2FHIWBzLPNg/h8Y0skfq2oomfZD+v+++8vq6vIHS6FThZ1S96FpZ5J5yAHh+iBdDZW6k06eSMneZsrjZNIUxJ60yH01H1jrzPOOKOshlD3ly9fXr35zW+ujj766DLhOonyTkIvCb1x6tXMEHrR2cuk/106WC5A3ACk2+l0Y2DiF3jEMx2zxunbMEX3TrjeAR7fbOKS0NtEHHmTEkgJbJBAEnpZE7olYNCPgPPLwRnYAmsoUZQgM7+sFUwwwR6TT/xQjig2LB0QBJSvu+++u4SHYKOQ+cYg33f8sXgwgSVc9yak+imtkyT0TKyxxICr03CUTPKD82120mmMoVznI0mnmQ/jnxgnqWdtdZFOae0mCKaRXm1OW3QhUXpdkCSex3iz108b7sk0Cb02lMT4abDv6ve///1CfCExrU4KYwfYpL9GuPGnLiLZGDWouzAGVplUsoJJXYAtLnXcc4c7IdZgHCwzgSUehAcsQhTaumhp5xBDhB5LvdDB+HG4E8LxrrvuKv02TIN3vXpctwRMeAnLxJhwm3TaLpnILzxv0pm4+8EPflBk2G8p/yTTos645DvGM5OMrztsB4FZRWfbEmOlJp16bjzzmc98pjr//PM3jivg94knnlissJHTwUPUmTZbqxirvfSlLy11vc6w5wtLHZcnfULTYzl9AeyxQhKeN+kivmmMyViA6vuOOuqosSylQ04zQ+hFgqf6m4TeVMWfkacE2iqBJPTaWjLTSxdyaZDzzmXw4grn/xhEdb/zzNX9rPub+E6YBmPu+7lJEnr94mvyGaKUjNpO6EmnwSNCr81pVYco12Q6jUHusHUn0hmEXptlqm0G0Z6E3rAlPLe/bpnG5H6/L/gLy7Iog37+FsozRJ0lt6y1kWfuEUMmjhBvCDhLxO1bZ6JIv4TkQ54gbrQj700wkRty0Lcs7tZ1ti9CNlC8YQ6rOSQhAs83+oxrr722hGmC6aGHHiqTTKzVxWdrCAQfouTrX/968S9e385F6OmHbIMkvU0TPOoPYkvemia24DbSFNmqLJt008x3TBIijtW9Jp2yVl/VzxtuuKEQXOL33EFnxxxzTGkrg8ZaW5JWbUn7U8e1yyadvlGeYhK6ybiR1px+oOk+OuJrmqyXX/2p1Ti/+7u/2/cwLX6GcUnoDSOl8JOEXkgif1MCKYEuCSSh1yWM/Le1EkhCb/pFk4RevWVA+ei2ekxCb8vl20uSIlIQN210Sej1LxXL9lj6LO1YsiHAkGqUVVZuiBJk3/7771/IKUSRfcVZyLDCQ6CwgmMNxh8yBaHEioR1HQKP0o0sREyzMPG79957F+txhJfDmbRL1uKs6oQZJIHvWOSZ1HDF5JYw5lKo4Vcuud2pf4FP6CkCi9WWcpmrbCYR/Q9/+MOKlR5SGOHbpJNnbeXMM8+svvCFLxQiWfzq7Zve9KayV6r2MQlCL5fc5pLbcep6EnqjSC0JvVGklX5TAotGAknoLZqinumMJqE3/eJLQq/eMkhCr155Ci0Jvfpl2nSILOps1RBL6JBmQaohQVmFIEmUNRIc6cf6zD1CzuVbhAriAvHGOowlCXKQ9RArPXuyiouFC/JQ/yYchzOxmg0LPdaBwnOPPOy1xEMW5Sm3/WtJ7qE3HUJPW1DX7Q3sUE71esWKFcWSijWq+jwJl4ReEnrj1Ksk9EaRWhJ6o0gr/aYEFo0EktBbNEU90xlNQm/6xZeEXr1lQOlKC736ZYpwiWXMaaFXr3ybCA05ZgmbfcBY2LGoY4nH0s6+ZEg9pBwizt55LLGQdkgLBB5CD5GECGSZx3oOgSEMJJ764X91w9JE4SAFheMb34qDRRP/9uLzvf35tNdel4Rer0SevE9CbzqEnrqsfmsf2pI2oW3YQ9K7Sbkk9JLQG6dutZbQCxPscTI1sW+S0JuYaDPglMAsSyAJvVkuvfHSDqMoPwZ5/jfAcyEY6nTCFoe4OEpSDCYDJ8Oqgh/v+Onn6ib0pIsS2AaFn5JIHm1ecqlMgnySzjanVZ2itKtTyretLtIZ5NM0ZKrNIWoRFnO1f+0y9upBkKivbXS9Mm1D+x4kp26ZIoWin+z1z5+2t1hOue3Nf9vvk9AbXEJJ6E2P0NNPG+c06ZLQS0JvnPrWOkJPp05B0IhiUAGEY5AUyo3MjqI8xUBfuK4YfBn8GWAJS7z8ic+ziHOjYJPQ2yiK/CclkBJ4UgJJ6D0pi8XyHxwx0LaUCG6wTrDRt99u7AjMoey7RnUwkVUFiwvKKoXUDDHsomizvqCsSgfCzt5HllbBtF5XN6Fn5nrt2rXVAw88MHXSh2yVA3m12UmnspHONqdVHTYOartMI53TlKmliCtXriynhvZrd1Efu8kn/QLZttGRaVrotbFkFm6a9IW55LZ/+Sahl4Re/5pR/1P9vv7f2HLQ5Ej9sW4I0TJ9cTt4xwRdkw7vA4+nMXnlRHDj+EMPPbSv9fKwcmgdoafjsmadibbKxNTbng0GlgZAmHKdvoFRKDIGyCqBZwrE5VsA4Z2K4X+nI9lkk+m39e+UL3s/vPjFLy5KmM1ffeco6ji2nQJkY0xhPrX6RfWMX99ZPeU3G05iGVbI6S8lkBJY2BJIQm9hl2+/3FnK5ORAm4gbBMEK2GHDbzhiYEC5548feBN7GPEfir9fuBa4BedgWUwsCQc2wS7EnmVSu+66a7V+/fqChTYih1GPPvpomZRCKEoD7IR70iWMwMeIq1+eep8JC/YKX7p6Hfw844wzqssvv7xgdu/7Ju+NAThybLOTTpd0tjmts5bOKPtpyHSXXXap3v3ud1evetWr5lREtMFuknQaaR2mbSh742aXvsPV1rSGTOVLf6fv7efkSZ8afVo/P/lsehJQdkno9Zd/EnpJ6PWvGfU/TUKveaxbsIQepcVsv0rlsteDNesGQY5y5pB9Bhr2b6CceA/EAbWBB8sFF3BgyeCUJe+c7GSTWOFQgnzrVCcbu7J68N53ZlsRfsK/9dZbiwUCvy950TOqA3b+n2q75/2y/laUIaYEUgIzK4FC6D1nr2qr5yyvljzlWTObj0z48BIwyHbiXkwCId2QZ7AD9sAZGOY9Qo/lHJzhBybFRBSMQtQFdrG0Y0Fu43D7HlFEYR4Cz2mBvrWxOMs4RNtBBx1U9nfxfZwoiFjcd999S7wwTNoos4g+5AP8HMbxh3AUNgzsddLzyU9+srrwwgtLnnvf531KYDFIQLv6sz/7s7JZujY/yGnL2hNyTL/QVpJM+mfJkjQmR/RRc8mUHqF8wv+gcmrrc/pJ98SK/OijkZrDupCPujjIkaN4+FUPxDNpl4TeYAknoTc+oaefNR4zsao+0+8ZA83nov/TDvqNfeb7fkve55LbtNAbp/60zkIPoediNceiwckyGqH/KUU6NmDM0kFD1dAQcog/fmzOqvECIO+Qct4j/TTMNWvWlHcIPUrSHXfcUcg+hB+FJywDKWU2c73mmmvK8evCetkOz6uO3PcZ1Utf3H8GcJwCyG9SAimB2ZdAEnqzX4aj5gAWGXhRqOCF0wARXIg7GGUAiaiDKwg6OBZKPKIOVnGIuyADvYdFHIxDFCAB4Q9izjeIOgPS733vewUTxf3ggw+WdBxwwAEFr6Rh1apVxSodhrEkFC7yz/cRR4lojj9wlLI4yPJF/v/6r/+6uuCCC5LQm0OO+WphS0A7/fM///Pq5JNPLu19rtwG+aKtt9npw1z6Hleb3TAy1f/yF5MUbc7PoLSFpbbtgeTDKbV0m2H7c+VoEiisFZVvrzN5A9voVHQmlt70MTg2SZeE3mDpJqE3HqGnzRuXXXnllRUrKPV/9erV1Stf+cpi7DMXqZ2EXi65Hdwi632zoC30LLmlxACQRx55pChBAAwQ+fWOhQIH4Fg4eI7QQ+YBBiDEAXB+WSxo2MIGgks7x6v7hpWDeChALCd8DxwtaaI0UaBcOoanLvlF9az/7hwD/z+PlLDzT0ogJZASIIFccrv46oFBNqIMxtgWggWdSSd44h0sgR22b4BNcIuyhHzzP0sRF6u6devWFeXJBBT/sIhbvnz5Rhy6/vrry+yyvbrEed999xVM23nnnUuYBqfLli0rmGZZLnKPQiYNLDt8w0+QisOUGCxE6g1acsua/vOf/3z19a9/vUyGDRNm+kkJLDQJGC/+6Z/+afWa17ymEC2D8qcNhrXTIJJ80LdNPtdP6JsotfoslzFwG92wMuVPnqJPa2Ne5ksTfQhWmEih9+y///5Fd1E2ygz2FF2lQ/b5VceQGPp/5J1f35tgQgTyAw/oOrDHva0bTBZx7tUBk0Ywi86ESPS9/9UL98IQl+fiiTrjf/KWBjikDMQjndIL52CLeNzzJ5xBjn9W8Sa7tLkmnbTLqzTC1SbdYif0jJGMi0Z1JlWtHjjnnHPK9lrqGC7gXe96V7GmVjcHuST0Fh+hpy7oI/VHTTqEHg5qwe2hZ1bIMlj73AEJy4OYyCLuNE6dKtAICzwWdQg6IOB/F2XGjFK4uHfsNCULwcf6DiCxqAiAAWI6a+AF7DToTVweirGJOPImJZAS2CCBJPQWX02wNNYWDn4pO5bYGngaNMayWfu2UpZclByKDKwyaKAc+IUztnswuIR18ComkSgt8EnYlDi4FIqM/evgJAt075GJoRghAvntdRQiGAnnhnHSJJ2+k/5eR/m79NJLy+w3P9N0lEf5N25os5NO4xhl0Oa0qsfS2XaZRjqnKVNjStZ5LGA3Gzd2VUZpDEIPKdC04tCVlDn/JVPkV/RR2n5b09otU33roDbFn/5XXx1lMKcQWvhS3mDLjTfeWHScPffcsxAV9CNlRu9Rr+hEsIXO5JdeBUeUqYkn+o8LZrAi32+//cqhLsKnE/FvoshEFLwQJryBZ76DLchF4SNa6FJ0K/in/sMlRB2ZC0dfJ1xptOE9DJOW73znOwU7xCvtvlc+g5wwTSJRfuFek06/LW/y0jShR870VyQu6/4mnbbi0rZcTTr1SB2NSdFR40b+fulLX6puuOGGjZOk+IPjjjuuestb3jJnHVLW6q88DzteGjV9g/xra8ZTVm8YOzbp9PnyrY43nW/jaX3EbrvtNieOTkIe+iNuGlh3++23FyO0o48+uvRt4+avdUtuB2VEh6+gXZzBRQww4nmvn0FhDXreHV5fP0no9RVLPkwJLHYJJKG3+GoARYlSQ0Ey6DPzS8mAQ6znnABLIWItThExUHBRyChE/FPE+GNxQEkxkDLgDIXBcwNLA3qKFT8UM84zgz4DPoMRYSH2pCEs2HtLhf86Cb3e8Kd5T25kr1za7KTToJkS3Oa0GlepV2Sq3rbVSSeiZhZkqn0HmaSNx5izbbKNsk9Cr20ls6HfR1AgwJA7Vh35HzGnP4EvJob085z+Bkaod/BBnUMMqYvaN9IDiXbkkUcWP7DLt5Rq2KXts0SHN8g5xBzyTjhwTNszASUORCACRv1hGIEAFK9w9Hfe8YdARAxedNFF1Te+8Y1CHCBtXPBukJMWK61MNMUqrEF+634ebVd/2DSxBbeVL+xXtk06+UZmynfTBI+JTvXOOEi9GdUZm1199dXFSMgYjNOnHXzwwWXZrcnTQS4m3qaRb0Smtix92leTTntV5uq4vDfpjKc5/Rr5N+mi35HvpnF5Xcdq2iofk4L9JuKHlcPMEHrDZmii/pLQm6h4M/CUwKxKIAm9WS25xZXuJPSmX95J6NVbBkno1StPoSWhV79M6woRwcGyjbLPEg/BhtyyLJMCThFG3CFfEGSU0yBDEGycewQRYo5fRN0xxxxTiD3WQRRriiV/SDjP/I/kQyBKg3hMHKkrcMVkk/3Pw6LK6ip+KcjICUSc9HnOkhWh1+34kx7E3yAnnlxyu9Mg8UzkuXJGdigfV5NOfVJv1DN1fVSnbp9//vnVeeedV+qm74Xzjne8o/q93/u9Oa2h5Fnep2GpZjUGUp0la287GVUGo/pH8mvTyPOmCb3vfve7JW5WvIjXJh3iVF8p300Tegt2D70mC3DkuH7z0+qJn/5TVf3y+yN/mh+kBFICC1cCjy/p7MXx7M4pt8/NU24XbinPfs6S0Jt+GSahV28ZJKFXrzyFloRe/TKtK0TWcA7zi+WXyDZEmL4dscda71vf+lYhAo444ohCxrECpyCzbEPKIAsorUg4hAnLL1ZLyANWdkhCJBy/FHxxsfxDEiLcfMeSB6nImsdyUOniFwlCOUbCIAaFIy7EiP+FZalwkIwhF3EloRfS2PR3se+hNy6hR4q20mIFiiTTr6nnxx9//MBVDCH5JPSS0Iu6MOnfJPQmLeF+4XcIvernt1RP/Gpdv7f5LCWQElikEnh8SWffl2ctr7Z61h7VkqcM3gNmkYons90SCSShN/2CSEKv3jJIQq9eeQotCb36ZVpXiIgv5BqCDimGSGOJpMwQeu7XrFlT9qNzaAaSzBI+RBuyDwZYfhgEGvLNMk5kHkIO+eYbYfLDys87Vnks/CzPtZUESxb+pYNVnjR57hniTz8nLg4J6HskoOWTsZVEt0wiPWmh1y2VDf8noTeehV5IUt2LNqA+I7bnc0noJaE3Xx2p630SenVJcpRw/t//rar/vLVzDMr6Ub5KvymBlMAClwALvSeetke11TN3r5ZsPf9gYYGLI7PXUgkkoTf9gklCr94ySEKvXnkKLQm9+mXaRIiItHWd/ZhY4NlLFXE2Ky4JvcEllYTelhF6gyU7+E0SeknoDa4d9b6ZOULPrI8ZnVifzEzbTI5GM4yzltsgw9XrgBhTbn5GCbM3nHnvk9CbV0TpISWwGCWQhN7CKHVKBesFeMKxKAgCph/29Ms1HIJJsZl0Pz/ex0EZLCcijn5+63zWBkJPGsyYk3WdLvZAibKrM+w6w5JOVi0sUYyH2urUd+lUn+OQljamVTpj3Eee0yp/7Z3lh+WL+o1+jp94l4di9JPQ6M+6ZapPUV/7Of60vVk+5bZfvnqfaQPaxLC6Ve/307pPQm+w5JPQS0JvcO2o9w0s1X/oRwb1pfXG+GRouYfeoVt0CEpjh2IYvDB5dRJf7MGwdOnSsp+C4lSBeh0SMCpW7M9A8VHJgLOLYqSzYwquAjIpt+klMIvv/br498sJN5773xWVlz/3m7kk9DYTST5ICaQEqioJvYVRCywbsn8QnKJgwJNly5aVvYLksBsbAkM8D+xAzjmZzZ5FlinZayjIPYp8fAMLH3zwwWJJAatYU+ywww5lWRRcEo5fafCN++44vHPvV5pc/IpLPEEaSFu3awOhd/PNN5c9nuzVVKcjI44M2uyk0yWds5DWqGsp07klgMw78MADq8MPP7z0G/18a6fRNpPQ6yeh0Z91y1QfGP1kb0j8LQZCrzffs3Kv7HIPvf6llYReEnr9a0b9T5PQy0Mx5q1VBq7MwG+77bZimeD0Fvs2xIBWJTJwpLy4DHZcBj++s7mqDViZkJuBtXcEZclM/wMPPFAUGmEABf78D9h9HzNW/hdmDAD4dc8vpQpp6BuKmFlW/oTvkranP+WX1XOf8kD1tOpH8+Y3PaQEUgKLRwJJ6C2MsoYt9gO6/fbby/4/yLztttuuYA6LurCkgwcwA37BEZNUfuGTk9mQdU4OdE9JoewjB1mHwCOnFMKel3WOqocvCB64BX+89533BvK+oYjCQZgE+8QLr/iBgzAMicgP/DKp5ZmwhC/tgXvwdVgnv/Lpe3HV4b761a9Wn/rUp8pm7XWEl2GkBNogAW325JNPrk4//fTS9vulKdqg/kN/4beNTh/BOlPb1+71I21Na8iUHMl0EKEnT/pEfXGQqm2UfV1pUmbyrAyVXehasCYwgKw8J0PPh3ERljDiG2F47l6Y6oz/Xf53eS8e9Yr8Iw0Rp7JLQi+kselvEnrjEXrGcyZp1St10R6TvYexbCrpJ++0m6i/0XaefDvZ//KU2zzldpwa1piFnsTp0BF6GplTjpyMxLJOJ6/x6Oj5cVEg4hv3FBWKi/8pLpSs5cuXl6PXKWAUIwSh75B/nvELXChbGrH/gQag01DjfShp4nAJiyJHkbrmmmuqa6+9toDey3Z6frV65XOqpdtvVdKWf1ICKYGUAAkg9KqnL6uWPGO33ENvxqsEjEDoGQTuvffeBW/WdfYlglOwBC7AKveUEgNGWEJp8c4v6zMYBXNgHIzZd999q1122aWEd+utt5b3++yzT8EkuIMIdOIgKzoDT+G6dtttt/KNuBF7sCtwDN4hCimqLAORd9J00EEHFRwT99VXX13de++9RZF1wpt0SM8wDi7Lp/jqGtR+6Utfqj7ykY8U0nOYNKSflMAsSMD489RTT63e8573VCas+zltU3vi9A36jTY66dTPSKt0BmHT1rQOK1P+9N3yttCd02/ll+U3nQcpJO/qaRCacMdz+pHn8zn1Fc6wMOffJBS8gzOcE2xh0E9+8pOCVUhuuphLWpCp22+/fTk8I9IQccKYJPRCGpv+JqE3OqFnvHT33XdXl112WeEdjM1OOumk6thjjy2TnptKePO7JPRyye3mtWIyT2ZuD70QQxB6e+21V1GaAASLAgBh4IDsc3mGWGPpAIyQeUBYIwUewGTFihVF+XEaU2wACzjuu+++YuHAys6R1b7znvIDuBCJFCVAB3CAjzilhULFr6UT0nDTTTdVt9xyS0nbjts9u3r53ttUL3lRu5f0hKzzNyWQEmhGAsVCr0PobZWEXjMCn2AsvYSeQSFlBLkHD+AEAo3ighiDT05Og0kPPfRQwSiKixP/4AoLckoPvIJ7FCKnEFJsEHq+hzsUMHgkfIpNWKXvsccehZDzDibBNOEu7WxZgfyTNs9hGmz07SGHHFKIO7gqzdKFDBSf8KR/GBfKrzTWReh9+ctfrj760Y8moTdMAaSfmZGA9v/GN76xeve7370gCD2Ei75Fu58FQg8JOV865Sn6tJmpWGMmlN4Co/bbb7+CP7aSQMCx3tafB4bBJ3UXLiAxYAtdjB9YhAiBc+RLhzLZdeeddxYdySm6MOeGG24outXuu+9ecEs5IKHgUoRH3xKOCShYRi+TPnjFdde1QVmGd/DP9ybHmnTSRz5kA8+bdGS5rjOpqPx23HHHJqMu5aTdKFNjoyadSU76/Ute8pIyxho2bvWWldu5555btvfAC8iD8dcf//EfV0cddVSpb3OFx786Wudk5lzxdb/DYSDb1XFtqEmnf9TW1XF1vUmHHxI3gy/paNLFmDj6vSbjtg2Ncj7ssMPKpMe4cTdqoSeRlCMC0/GrtDp0DYcwVaBHH320WCdQPnSgOrKwJuBXR66BeScMYCNMFS8AQjyec5Qc/yMHg7hjPaFzChLQfkmULJ2lRkSwrP+QiMLVOXBLOnvoLfnl2mrJf+cpt0Ug+SclkBIoEsgltwunIsCXO+64oygaBoAmlZ0QCDkAAEAASURBVCgyBtJ33XVXUX4MNihIlBSDfBjhF8b4hWUUGQ4uGaQs7RBwlCb/X3fddQWDYBjSDaHHwSDfhUJE+ZKGGOiYpDLIhX8wDV5Jb0yIIQkpWKz6KFtcN4bJR2wtUV7O8wd2yg9FCm7X4S688MLqc5/7XFFQ6ggvwiBXLvA6nrftN9I5S2lNmc5fi4xNX/va11annXZaaev9vghSgDz1EW2VqzpqTK6f0x9NQ8npJ79+z8iUDsHpCwcpofzRK/Rp4b9feAvlGUywyTwCDW7ABboNAs3/SDx1FmZZ9QSb4A+DB4YTcAJeeO4iu7AUQwJ6FkYXSD7xmDAiX/XaRBIHyzxjtUqXo1cJSx276qqrNmKhSbGlHYyU1kFOekxOMczYaaedBnmbyHPphYXql3rWpKOf0o2VmTFBky7al3J0NenUYfVT3TJBOqxTRgjtc845p/AD0c8qv7e97W3VG97whlIH5wrPuC0IvUF9ylzfb8k75K0xlzGnut6kIyN1fRr4ZCUJh8iUjiZdxCffTTsTJPo/1qP65HFd44Qe4NApABaCQ6b5pYhouAADSABc7/jzjrWCQYWGZYBhSRIBsIRA9IVlhG81AP51/joB4MGfeDQUBcc0XBwGLPxRjACdtAlXB7IZQ5yHYoxbz/K7lMCClkASeguneGEAPIELFAyDd4CLSKPwhJUdSwGEHAA2G4yUgz8mikwywSmDYYNxCg2/9tWjKJt1RtL5peQIkyIjHJNQwjEIDUVIegx2pA2JyC9Mk0b+4Jew4CM/ltWKr9cZJPLLzzBOHHCwTkJPvq/pbGUB7+t0Bt/csHmrM+5RwgpFQTpnIa3qV9MKzSjy5LcNMtWOWUOtWrWqjE/75SGUY++MR0PR7Od3ms+S0Jum9OuJG25df/31Gy3G6UXqG6KOxRNdiO4Uimz8xsQNDIJFwmGdTmdSL+hJlojBPXV+/fr1pS93b2UTzLjnnnvKMlvxmPiij3mPjEL60enoX92EHp0Ovm6md3WJA9GIcISLwmjSybs0B8Y2GTeZw3f6MBk16fRZ+tdp5DvIZno8MnNYJ63GZxdffHEZuwUBq26dcsop1QknnDBnPRNPYIpvm8Y/7UVdt22Lut6kU8fVdfluGp9MnosbkRn9UVN5j/jgctPOuF9fqV5uSftunNAbJChKhkqsMskYoGidS0KvdUWSCUoJtEECSei1oRQmm4YY1BloUYYoRpQeiki8M/jlYiAUvwYprl7X7zvf9PPPb7/nESZyyPtIQzzv/m0Dodednjr/N2YgI0Rqm510UizUozanVV1CPpNpKPltlKt0mrSdBZkmoVd/DeqW6VzKN3/qCQWZnrHQnXbLkg65Ri7IZhiBGEKsBYbpjxgxmJBiube0M4lFPgg4epm2bwkcRZMMkUusn6IfQ+gFyYbQY7QhHJNUvmHtziqPRZ9w9Sku7bbbSaOw9YuDHPySH2kbtE/loG+39Lm862PIsGmlPywjybNpy0TEFrJD+biadLGvME5gVMtEBkG297jkkktKnVT3jNf+5E/+pFhCzZcPeZZ3Zd30xBuCR9tTx5G4Tbpom2FA1WTcLIr1C/oOba1JBxuMveU7xu1NxT+ze+g1JaCJxFMIve9W1a8fnkjwGWhKICUwmxJIQm82y23UVAN6Vg0UFhYPBpkGfbPiktCbfkmFIpyEXj1lkYRePXLsDoVMKXaUKqTzNJSc7vTM9X8SeoOlA6vs14rcO+CAAwo5gYBj2Y2kCKu9OIQJ2Rd709mayPdIJIcExlJYGMJaHEnHGh3JgzhUR9QZZATyBAkjfFjpGxZ+lGbkofjCIiZSn4ReSGLz3yT0Rif01HlbpDgUzHJldfGVr3xltXLlys3q3uYSr4qfJPSa3UMvCb1DSx/Zrz4O86w1FnrDJHbqfoLQyz30pl4UmYCUQJsk8Hj1zOqJp+1RbfXMPOW2TeWSadlUAknobSqPadwloVev1JPQq1eeQktCr36ZTiNEpB2LOcQEAo6zjBZBhOBwIeIQt2GdYsksh9BjnYR8Q+YhTjlhxlLdIPlY1nmOlLNMEmHIv6WSwo2tlpB4CMLY8qgE+L9/ktDrlsam/yehNzqhFxI0cWY1BbJZ3Y56HO8H/aaFXp5yO6hu1P08LfTqlugw4SH0/uu2qkpCbxhppZ+UwKKRwAYLvd2rrZ6ehN6iKfQZzGgSetMvtCT06i2DJPTqlafQktCrX6YZ4twSSEJvsHyS0Buf0Bss1bnfJKGXhN7cNaS+t0no1SfL4UNKQm94WaXPlMAikkASeouosGc4q0noTb/wktCrtwyCfGKBMQvLmCmKrJYQGH7b6EKmueS2jaWzMNOUhN7gck1CLwm9wbWj3jdwVP/Pctey5SZdLrldYEtudeoqkT0YVCom3917ZHjHtNuz+fYuCr/C4TcGUb71v71BxOOdgaC4/K9CR6XepDInobeJOPImJZAS2CCBJPQWX00w4IEZlF5KOjyBTe7hCgdn+PMbM77zSYpfeOQXDsEk4SLjhOvyv2exkW/siSRs39j4XXy9blYJPXm1lMuJwf7v5+Q75N3vfVueSWc3UdKWdPWmw7hJOo2j1PM2O+l0aWuutjoy1X7VU/XY/05vtPG5dt4WJ5299VSa2+i69YPQH/qlk7/FdChGPxm0+VkSeoNLJwm98Qk9/ZZLn+Ya1sV4DfYNGnMMG9ao/vJQjDwUY9Q6w3/r9tD78Y9/XNa723uBs4+DvR/iyGoKic7N3g3xrLvBAm3OIDT2iuBXeL51kpPwNFIbwFJ8rKu3aaZ9IQysHJls49bNFKIk9Ips809KICWwqQSS0NtUHovhDpbADXsCbb/99mVjcBhjU3GYApcMBG0KjnBzgAbMgk2cwSUlplsh9c7pZnfffXdR9pcvX16wTlx33nlntd122xUsswm5fYvEi0h0QrxvkQL82MQ88LG7LGaV0EPk/cM//EN12WWXFfl05yn+78b+eNbGX+lU9upH1IU2plOaQgGS1jY76STXtss05EmW0qrveN3rXldOXbSfWVucdCah15bS2DQdMMOEDzI4JgbUJeU1LikMQ5S58MIFOS4eYXvPn77YO8/hHB0q4oUv/CFO/Y7iktAbLK0k9MYj9NRHHAIuAD4YL9m/cZi6mYReWugNbpH1vlmwS24dU01JQqhRWGxmSUGJwZpO3xHpSLmXdY6gpjAh54JFR8h5B3CcxPTQQw8Vf/z6//7776922223Eh5w0uAjDMDkSHBHohtciRPByDIAYD7zaZ0NYp+5vnrmU35cb2lmaCmBlMBMSyAJvZkuvrESDxfMpFJeli5dWt1xxx1F8YEvBpBwxfJK/lwIPacCIuwQOTCFckQpevGLX1wUI7gFp66//vry7IgjjigTS7feemu1du3aav/99y8YhSA0yOffL4UKkWjyygXDDEgpfjBMnPxITyhnw2Ra3ihuwoG903Ly8OlPf7o655xzisymlY6MNyVQpwScBPqe97ynOvXUU/sS8HXGNWpYyB1tX7vXz7TVUc6lk5NW/eogp+/TB4b/Qf7a/By2fO9739s4kfTwww8XrNlhhx0KloQ84A95uHeRS7zzS2ei43BwjGx23nnn8gw+rVu3rhK2Orq0g2/qw/e///3qpptuKnhCX0KQmHSCN5yJJrjDf8g4ykOY4oVDfnudtNL5YM0gR1+75557Sny77rrrIG8TeU5WZBD64kQiGRBoEnqjE3q4A0TJRRddVE67JdrXv/71pa910Mt8Lgm9JPTmqyN1vV+whB5FBbjoNJ2MxLIurOmAgA5VQwUWZjc5/jjPKU2OZ6eIPPbYY4X8Q84BE1YOFKvdd9+9kHos9AAUR2EQPkBjoSdecVx88cXVJZdcUoBx+e7bVb977E7VHi97Rvkm/6QEUgIpARJA6FWdU26XPGPXaslWG06JS8ksbAlQQCgXFCwkGnKOggNXYA+ijh+KEmwKRScINrgGY/iBO/vuu29Rujy3l4jfvfbaqyhVrMeFixA86KCDSnjihpfi9d4gFe6FAuZ/ShkMu+2220oajz322Oqwww4r/w9TOqF8wU/XtJxZ9r/6q7+qvvjFLxZ5TysdGW9KoE4JGGu+973vrU477bRiOVJn2FsaFgLDmBghM822P18+pNHFzZXOIJZCUZ8v3La+1xci1ZBo6o8+Xj9N94ElZOF/ehEcYuBALkhZZCbdhiyQRMoYMXfDDTcUI4bVq1cXDIEpt9xyS8XAAi7BITjGSEJ8Jo9gVxCBDCm8F4df2Cde6QkyGAbS38QPL8UtDfBTeuRBOul+gxxCT5zig5lNOulVd4IobTJuZYlchfGI2yadclHW08g34x512LjKpOco7vbbb6/OOOOM6rrrrtto1c+w533ve1/16le/eiOZPShMeZZ3dXiuOjno+y15zvBIe5Fedb1Jp43qQ4w/5+pPJ5EmZSZuK0yko0mn3+L0V4EVTcW/Zs2a0p+bwNcfj+tat+RWRnTY6zqgoQM1C6MjU7iWECHgVDSAAAyYz6p0wI0gEHY6ekoNoPCtCkLhAYS+YUHB6k88LAF9a2YJ8UdhirDEb+mT2TAN+re3fVq158v+u3rx8345rrzzu5RASmABSiAt9BZgoQ6RJTjFYhzZZoJpn332KbPCsAR23XzzzYV0gzNwy8AcdiHiKDZ77rlnUZIoCqzvKFwcizzKC5wyuDO4NLAVx4oVKwoOuqdYmajyP8yjSAmXQgczxXfXXXcVq3cDlqUdywkKgfiGccIwqDXIaXpQ250+JOinPvWp6uyzz04LvW7B5P8zLQFt8Y/+6I+qN73pTa2z0NPnuCi0rrY643tjdY4uMJcyJj8mOvRps+r09bYeoPAjeFi1wRR9uouOAxdsw+B/Bgz0IP03bIBN9CH44lt+6UqIg6OOOqroSzDnwQcfLPKkL8EyckPorV+/vijcCDuTSvzCM6ub4I3nyoQepTyk03tpEYb0IAjpa5deemn1zW9+s/iDdfBJXgY51nvi9y28a9KpY+qPPDXdHpQTnFdGoxJbWyqjyLf60/QYAO6rU+p5vy1EBuVNH2BFw1e+8pWiv0efoH3oa0866aRCPA/63nN9hLzLszJv0hlTquuIzC0heMZJMxlpv8arIbdxwhnnG32JuPEw0tGki/jku2mHY1LWxx9/fOmjx42/lYSeRsxCQUU2O0RpMmOkcRE2xYTwNXSgEYMOy4ooREzAgYpO0P5FGiYgAWLC8g3iTyPlV6U1E0V5oXjpOHScwt3E5R56m4gjb1ICKYENEkhCb3HWBMpKTPpQVJByLBsMxgxCKVUGKJQV2GUSiSJCsYJHcCrIQFgHgzgWdZQg3wVhR8EC+p4Z8AUhCNMoZEs7yhD8CysM5F6vo8TByWEH5sKQJt+FpUVvmE3cw/ovf/nL1de+9rWC6/3iJGeu6UFov7TM9Uw6XdI5C2lNmc5VmqO/666nxpuW255wwgmlLxg9tMl8IY3G2dq+rWmmYbUwbM6CcOAf0TJI+eaPHkCv2GxsP2xkLfDHMMGWDIgvhDAsgBH0lr333rvc61dYN8GKPfbYo0zqBOkHL2CPsvXrPaxhHHHIIYeUySEKpj7Xc8o1bPJ9GFsg+NxTwJGF9CUro7wnY9/R2fgha+nzzDtWhXDSN7AS8aLM6GXSEBjYT9Rw1ZYUSEnhNOnUH3on7Gya0FNOdFRlbLKuSUd/VobTyDfyGhGMxFQ3hnXqP7IZoWdSNfaI1Pbf/va3F0IvCJxBYcqzMpfvYcdLg8Ia9bk2ZcyljmtDTTpy0f/P1ZdOKj0mDMTNKGu+8qk7DdHvTIPINOmujh9zzDEjEde9MmgloafxaMQKVgemYunMDCooSTG7ptEqdBelCIFH4YmGr2CACP+UHP51jMIRviuUH4oZAFOoQNBAa7MKlYReb/3J+5RASqAjgST0Fm81QLQZeLJQMNimvHgGU+AI5cPgEA6ZrHIPvFmbU7oMMpGBcCecAR2corDBKAqPwQ4H0yg1HHJQ2OLnnwuiL7akKA//98+sEnoUOcQpBdLgvJ+D3TAe7rfZSacyk842p9X4SzrJtGkFdpTyk05jtVmQKQVRP0CmxrnaPitdCkws+Rkl75PyS6ZJ6E1KulsWLmMES9NgDcyxuojhgrqFFKML0ZPoN7CABd59991X6ho/CEF4gijwC3dgkfazatWqgiPwxTN+1c2VK1cWAk7/S/kUD3LO5JC+QVgwTDzqDR0MkSJ+5B+cE5cJLO/E2VvfhUOH09cPcvALUSN+4TbpyE7frd023W8rS+UB05V5k05/pX9VPk3jAL3feMo4Z1QiU5uwf54tR9Q/4yh97R/+4R9Whx566LwilGd5V9ZNE3qIcW1LHUd8N+m0S/2/8aQ226RjyCVuFrzaWpNOfwaX5dtvk27B7qHXpBBHjisJvZFFlh+kBBaDBJLQWwylPHweY0BgcDKXM2DiZz5/c4UxyrtZJfSGyWMQn4MIv2HCaMKPdBqsUlzbnFZ10uBeHQ2yuAn5jBqHdBqMz4JMkQKIE46iGP3EqHmetP8oezJVR6eh5Aybx26ZIhwGKaH8qSezbqFnogjRgRxj8GCSKMoI8aNeIfH4036ReyZ8lKVyRU6YFOKXvOzThTzwzHfC5Tzjh8yQcOotspD1HuLNc8RcWBAh78TDnwkrxJt3CCikDIIFSWKSCjEV7SDKWVqS0AtpbPqbhN7ohJ6+FQn6ne98p6yUUK/tH4zUQ9TN55LQS0JvvjpS1/sk9OqS5CjhJKE3irTSb0pg0UggCb1FU9QzndEk9KZffEno1VsGSejVK0+hJaFXv0ybCDEIYuU3n+v123s/3/ejvp8v/CT0Bks0Cb3RCb2QJgLb1U38x7u5fpPQS0JvrvpR57sk9OqU5rBhJaE3rKTSX0pgUUkgCb1FVdwzm9kk9KZfdEno1VsGSejVK0+hJaFXv0wzxLklkITeYPkkoTc+oTdYqnO/SUIvCb25a0h9b5PQq0+Ww4eUhN7wskqfKYFFJIFJEXoIGANdy4gsiTHLaA82zpIazrIWS2sstbE0ymxk7EPjnYMNfOe58HxnyYElL35juVoJLP8saAkkoTf94k1Cr94ySEKvXnkKLQm9+mWaIc4tgST0BssnCb0k9AbXjnrf5B56uYdevTWqraElodfWksl0pQSmKoFJEHqWqKxZs6YcgGCwaw8apNw+++xT9qKxATW33377lVPo7FNj3xonnhoA+n633XYrG1rbs8b3t956awnPfjqIPBvuHnzwwdXSzgmp6Ra+BCZN6Klz6uigfawmKWFEmfiDzJ5kXFsStnQaNCPo27yHnkkA/cQs7aFHnpMof7Iw+YHo2hInnNg7LPfQ2xJJPvltt0xj8uvJt0/+xx/Mm/U99J7M0cL6Lwm9weWZhN5whJ6xh3oUfcKW9NdpoZcWeoNbZL1vZtZCLzZX1lhi4G+g5BrWGbQbZGq00WA9M5jzzCBU2JQXz8RlEO2X/+40xPdDxZ2E3lBiSk8pgcUmgUkQevq4L3/5y9VXvvKVcnw9cu62224rG1PbvNqJ3jbERsq9/vWvL8+/+MUvFoX2Fa94RekjkX5HHnlk5f66666rAIcNq/WP8f/73ve+crrdYiuzQfmFJcgWvxRA5YAkgCuImHGcQSaZh1VkhAGjvAt84sdm5Kwo/S8+mzlLB+eZtAhnnLRMmtBzUryNqJHKTTvlo8wQJW120mksYhzS9rRKJ5mqo2120ukiz0nI1Ib/Dg+IAwPGlUUomr6XTrJtozMu1r+oq8bQ6mpb09otU/VUf93P8dd2Qk/aQ29hWQ8XHBShrrC2Vx7zOWHADxjh+15HRsIMjFPWrP79KmMy4ifwh27Gv/CQocL3Lf/ewSP/S2/3/56N4iJdwhjkyCZPuc1TbvvVD3Xj4YcfLifa6rte+tKXVr/92789VJvpFx48Ub+1PW2hSZen3OYpt+PUtyWdDrzREcW6desKaDjpyOAfULAeARQAwKXxSBYA9uuZhhVADaxcvgFy3lOC7r333nLqE2X35z//eXXnnXcWhdcgbMcddywKsEbqJCbfxElLvSLwzrWZS0JvM5Hkg5RASqCqJkHo6QfPPPPM6oorrqhe97rXVcccc0x18cUXV+ecc0518sknV6eeemp10003lVO8kHaUri984QvV4YcfXp1++ullUO5ef3fAAQeUgTAyT1gG7Z/4xCcK+fKBD3ygnP6V5bhBAuSICPULSygv999/f/WSl7ykDBIpHvAIPoVS7n8ORlF8XMrP5Z3TAX/2s59Vv/M7v1MwCr74lsUkrGJlafDJz3e/+93qwQcfLOHBuH333bfaeeedCyYZtDrhEIkrPcIRpzj8RvyRnhJI1x/fw0rpGsZR0iiRviOP+Zz6+OlPf7rkYT6/i/m9cusddyxmedSR90nK9Igjjqje8573lLYonnGddqlv4KLvGDesSX4nj0noTVLC/cNGZq1du7ZY0ev3d9111+rGG28sEyQs6Z1YC396yQZ45Jn+n0519913F78mAfXb6px+XLmaBLzllluKxb5n4ly2bFnRp3zr5NqYUII7sEIaPF+5cmUheOGjuBCByAfh7LXXXhX9Dmbtvvvu5Tvp8k5fJ93i1wY8721HSej1rxOepoXe3BZ6+tIbbrihOuuss4reb9xivPzGN76xrFJR30Z1vW1s1O+3xH8SeknojVN/Gif0AAmwADSPPvpoAR/knpkkoKOzp3AAIc908pRPxB2lArjo3ChIGHgKF2Axa+N4aooRa5R/+7d/K88oPho7pYkyq5ECMEAEeAIEhSEuwOMb76RFPBRiz5/99P+pfvs5P6ye9dR/H0fW+U1KICWwQCUwSULvjjvuKAMTA/pvfetb1fnnn1+ddNJJ5br22muryy67rDrooIOKZL03kPFef/bVr361kH7IIoN1A/ITTzyx9H+IF/3xO9/5zurQQw9doCUzerbgw+23316UKPgCdxBsLHRe8IIXFNINflB4KUewAVb4hVvPf/7zizKFnIM78AsJB5P23nvvgln8m02+5pprCgYdddRRhaD7yU9+UhQkYYtbOkLJkhNhiQdu/dZv/VZRipQz5QiusqbxnOInDGSkpdjSAV+lG66KfxgnPt+RiXjmc+rjRz7ykVLn5vOb71MCsyKBY489tvrgBz9YrVixYui20y9v2mkol8ay2nJbHSJG2zd+drXVjSJTeQpdo4350V/DZITcHnvsUdGN3KsrBx54YOnnGULox+EMXQlmIDBgk+/pR+vXr6922mmnYrQAo/h3T7eBB8L3jA5lAon+Iz4TV3BKWEg+4wa61fXXX1/q/urVqwsOPPTQQ0U3giOwUfzwEc7AHrghXr9WEsBFeKi+SzddLPBT+j1X10IPG1Q2sBiZKB/ia9LJK9xVFsNgYZ1pY/FuvEC2JvKadPorZTONfNsmhv6NTFZnBjlcwl//9V9X3/jGNzb2qcjo0047rTruuOPKmGjQt4Oey7O8K2t5b9I98MADZTxXh1X4qOnWR+pT9fnaY5OOriNufZF0NOn0R5y+qmlc1gfrFxlm4LrGdY0TejfffHMBAFZzgEcHCWBVHJ0/hQQoESoBa1Sea1gAQcPSsbo3I4QYpCz94Ac/KGCkIiD0hP29732vWEQI55FHHikgp5IqLEDJhWIj7FBaANny5csLSJ133nnVBRdcUBr13st3rE55zS7VXrtt2JR+XKHndymBlMDCksAGQm+Paqtn7Fot2eqZtWROX3dmx0KP5bGZRlZ23/zmN6uvfe1r1Wtf+9rqhBNOqHoJvSuvvLJ65StfWUg7fZ3luqzADMwRPgg9Axx94mc/+9liDfCud70rCb2uEoMDcMosKcXBPTwiQzjl6sYNg2xKFj8GIZQb4AxzKCAAmn8yR+gZaBqgU9T8hvJE4QpCD+axcoBtBncG88JeunRp+UZ4LMzhpXDhnbBgm2+Rv+KhbMEwezFS4F7zmteU+uH/YZx4DLDkeZhBztVXX1395V/+ZZktHyb89JMSmAUJHH/88dVf/MVflImTaPvjpFtb6nbDtKlu/03+P2rbbzJt3XENK1OydoWi3h1GW/6HFwg02KOPhh3ICr9wBYGHYIA38AF20HP0+eQQ5AMyDV7JK7/GAib99t9//0LowR64BlOQJvblNb5A9DGMWNrBmUMOOaSQKb6HI8i/ww47rOheDB2sgBJGyB/+mUySJoSiiSiYhIwRj/EH/wg+aeHXigMkjLGO5+JlTDHIwTu6Hnmwdm/SaQ/0TljYNMGj3BFb9GbjjSadPLvkuel8x7hGnVJfBjlthp6uLSgfjqxWdwhoE9zGSqM6eVbm8hxhjhrGuP61eW1FHdfum3T6DG16Gvm2XQtnRaV0NOlwUZw+tGlcNpGCkzI+n4u4nk8ejRN6FAuEHTBSaQEDIIgZm3Udk20NV2ECKXuXUGoUtAamswdOOnTKEbAALGaVgIiKgOXUAWrkERZg4Yd/8Sk8BeeZhq/x+EZBYsX33HPPEgelTPyeP/dZj1c7vKDj/+nN7w80X0Hm+5RASmB6Epikhd4ohJ7luAbtZiYNfu3Bx5ndN/uF/DHI0Zd+7nOfKwTShz70oVxy21V1YIFlT8g1Sgy8QqjBByQZ4IU1YRlhEglGGAQh8vwPV8g/cIxCA7NMFFFc7IUI/2CR+ChTwqE8KW/fiUtYFC5+WezxA9cMtpQh/9LjPSUOXorXci34SImiAPEnTANjeDcsKQGDfSdMuDufY8nx8Y9/vOzPOJ/fut+HYtn0YGzUfEQ6fTcraZ2VdE5KppTC97///aVvHbbt9KsXyl57Ik9tuK1ylU5jZJd272pzWsmUm0sJlSf9cPRp/cpn2s8Qesg8+o68wGt9uD4btsAiRBlcgCX6cxZ3JoP0/3Qa+CIMMkEK8qv/X7VqVbGy498kH7/wB1kBf4SP0EPeCRf+MHTQ90sPgvDoo48uYQoP8ec9owp+4BKM8h29iW4HJ6UHCUUXkz/lAJvcwzoWd+qWtHqmjPo5fnxP+Z2WhR6ZkhfZNeXkm/5KltOy0DPWUB9dTTpjn9Db5yLl1Fnby9iexnhKH60ennLKKWUCW30e1Slr4Sjrpgk9+dHul3YIbm2/SafP10an0efjcsSNHxrUD0xKFhGfPrFpx0JPHaWb0RPGdY0TeoBGB4U0A0A6fWDgmU5D41GB3QNenbwGrXITeHeHigTEYAM5pt7AgVAsu+UfwCgc4RKSRik8DV6lxXyzftBJAgggxek4hB0FvFG4uYfeRlHkPymBlMCTEpgEoae/+vu///sygLWEFknDAuof//Efq1e96lWVZWD2tmGVZ0Cur7OHiP7O7Lq+VN9pgsNSMQNwFyVBP2q/MwNoS8n4T7dBAvDITK9fBBolIu5Zk5MvDIFR7g26zJ4biMAXg1CDIYNBGGISCka54B7li1KFJKRswSqWkyaR4JhBjV8KlhlqmEZx8kthgnPiFZ54fYdsNOiHnbDNxFa/AbC88DvswBxGyoPvhhnoII1ZhZJX0y6IlqYH36PmUzpd0jkLaVXPXW12k5apCRHKIfJCOx/XSae+l5uGwjRsuuURTmj7+kFtv611oFumcynf/NEp9MdRBsPKoyl/+nTKPNyGAVxgiL5ef4EgQ+54zsEjOKX/R/bJI7/6bHoPrIAx/CDS6F30HnjCwMGYQF00GeQbYwIYIS54pvzvuuuugie2hvCd8JCC4jGByA/cgk/qDmzzrUkvuhWZq0PS53vjFc+7nbLzHrYOctIXhhr2F2zSqT9kDjvJq0lnHIBUhenGD0069cuYQvm4mnTGR8ZKlhnPZZGpbl166aXV2WefXa3rGAUZB63ukCNWtqj38jCqk2ffKethx0ujxjHIP55EG1THe9vJoG/qeq7f14bJtOnxCWJL3FZfRv9WV77mC0e/CeOmgXUze8qtDpvTwXcPFDzXYVIggrRzr1Hxp5B15jp7QEHwnvk/Ch6gaYCeKRRkIUVIXDpClVOYGqffmP0Shwv4eAdwpEP4m7gk9DYRR96kBFICGyQwCUJPH2cPNf2S2XgDGnvXmNGmWLoM7A3ODcz9XnLJJWUAEDPdBs7IPH2kmW1EC2VB/2bZjf7y3e9+d5kEybLcIAGDVjLya7LHgI7iAi8MspSHASOcgSMGXBQcjh9YRt4UMpNE3gcB53+WDvCGM1DnH+YIj0JHGQpS0DMzzcKHi5QuaRMejPMtBU9dYRUhTmEZ9MO9XgdDJ0noweB1nQF1KKO98U/ynszJoWlla9Q8SafyV35tT6t0kmnTityoMpVOF3lOQqbRprT7LXH6iyCTpJNs2+iMffVl6mr3OL2Nae2WqXo6SAnlr+2EnjoBX/QNsEBelIE6Q/fRr8ojf1Hf6SxwAabr230nr+750+fDeZhgnOC9OGCIeg1PkCbKGTYZZ8AlmMOwAWYhk8QXBzFJQ+hX/EtDWIirO7AoMNFYRNphmmes3i3x7bVEESY8S0Jv81aWhN7chB6JqfuIEeNj7cEEuAlU/dg4Tn1PQq/ZPfSS0Du0YNQ49dU3jVvojZvQVnyXhF4riiETkRJomwQmQeiNmkeWey576K3uzE4GcSAcM52WQ1IUzPoZvF900UVl8P7Wt761kEKjxrdY/YcSvtmETx+BdPvt/r+P1y1+NEz4kyb0tjgTWxAABZUCrG632UmntklxbXNag9QhU/1GW510ImpmQabd5FMSevXUqG6ZzjqhN59EtEX1fRD29GJA7/184df1Xjo5ZQNzbPuAOESQIAURiwiTbpeEXrc0Nv0/Cb35Cb1NJbbld0nopYXeltei4UKYWQu94bLXUl9J6LW0YDJZKYHpSqANhJ7lt66Xv/zlZQltWIKQjBl5hJ692xAJBs+svyzdtdyzd3A9XWlm7JOSQBJ6k5Ls8OEmoTe8rIbxmYTeMFIazQ+ZpoXeaDJL3/0lwHrPSinWheoUq8B+VlNJ6PWXn6dJ6CWhN7h21PtG29T/m8QLYr7eGAaHlhZ6aaE3uHbU/eb//ayqfrW2c67x+rpDzvBSAimBGZbA49Uzqyeeulu11dM7p9xu3eypVCE2yztdlrjYf617Fh8wG1A7PAG5551ZcrPlrFvSLQ4JJKE3/XJOQq/eMtCXpYVe/TJNQq9emWZoc0sgCb3B8klCLwm9wbWj3jdJ6DW/X2xa6NVbh4cLLQi93/xgOP/pKyWQElgUEni8ekaH0Nu9Q+h1NoXeqiZC7zedZW6//I/qid90Nomua6+lbTobaT/9OdWSp3b2FVmy1aIom8zkkxJIQu9JWUzrvyT06pV8Enr1ylNoZJqEXv1yzRAHSyAJvcGySUJvfkLP8nJ1yDYWlnrrvyzxHtflktu00Bu37oz6XRJ6o0qsDv9J6NUhxQwjJbDgJDAJQu+Jx9ZXT9x9bfXEow9U1f/UtIfVi3aqttr78GrJ9rtV1VM2nJK34AojMzRQArNC6FmmZcmH39gHamCm/vcFoowlapv3pZPUJPTmK8nR3veST20rf4phWD107/eWe+iNVs6DfHfLlEI/aJkYf20/FGNQHkd9Tg4s8dU9FvvuHUhBBg6jmI/oiH5U39uPGPFeeA6x0Edrg8K1j6X2FxazDiqw9YcDOhzGoc5H/9ebJ2nMQzF6pbLhPgm9+Qk9y7od+uYAF/Vv2bJl5VAM/4/jktBLQm+cejPON60m9HTcOnkNCSAYmOvUdfY6/kFOh+47fnsBB0gAB36EEwOk8AdgNEDh8+u5++5BU4TNL3/zpWezdNpD71e3V1Va6G0mmnyQEljMEpgIofeDe6vHv3Nh9fiDnWX+v6lno/8lO+xebf2K11VLdjmgqrYZb6Az6+UMjyxN1v87wQ9GuafsuA9MGZTPwDTYIgxXr4OBTnzlB9bAQpgFe/zCOMqLb+PEd3sb8ufyv2/59Qv7+HMvbNhGMRrVzQqh58TEO+64oxzmQmbDODJRNsYIbXbSqfyVa5vTqt5KJ/kbO7XZSaeLPNsm0913372cuKj9dpNPyl99baNT9voa/ZPxtD6zrWntlqmyH9Rf8KdvVQ7qykJ28OyCCy4oJNurX/3qgjVOtXdK8/77778RO5Svtq0uRnv3C2MQI8p86dKlpS74P7DL+zvvvLP00b73jdNrnaTrlHan477oRS+qHnjggXLwljD4ly4n3DqZnRNm1CtlB+dg3yAHv+65555CUjrcq0mn/nTLq8m4Fzuht8MOO5QTmAfJXB91+eWXV1/4wheq+++/v5TTkUceWb397W8vfe847R1OGwtqG03j3z//8z+XtqCOG5M26bRx7VmfP6gvnVR6FvMeevrmQw9t2R56Omcdt9mh5cuXl8bghCNHm9uziQuFKRpJ3BvE69Btmgp0PdeouIceeqh05Dp7M07AwnszP8IRr/A1PkDkPdB47LHHNm4Cr1N0LDtQ0DHvuOOOJWzh6KxVXuG4d0WljsHM1kt+UT3t8e9VWz/+aPku/6QEUgIpARKYGKF34wUdQu+2Ggm9ZRsIvV0XL6H3yCOPlMEfjDj66KOLwmowCFAPP/zwjZgDe2ACRQPGhDIDP+xFiLCzByG8ghveB14ZkDmEhOIDa/jh1739DVkzUHYoQQZt9913X8Ets8oIABgmDhj1r//6r5WBzooVK8q9ASscM8iVPuHDKzjFwS0D2Ei/wa48eO53lIEafBWOdEf4JZIJ/5Hf//N//k91zTXXFEyfcHQZfEpgYhJwivj73ve+0v67yadZIPS0fe3epY9ro+uWqf5tkBLKH0JPnzaOgt/GvA9KE13qkksuKRh1zDHHFPxas2ZNte222xa80Z/DBfgC2370ox+VMoZN8ATxBneQCXQ3eplvEHYuehhrKFZR7ul7vqHzwS06nzoj/P3226/s3/vtb3+7YNDq1asLdkk7v+JRt8TrN/TCfnmTBvgHq5d2SMImnfqjPUifetakM9Yg0xe+8IUbydCm4je20F7kea6ymUR61A11WR1Udwe5devWVZ/+9KerK6+8sngx1lH3TjnllAqhTW6jOnmW92nkG9/BAtb4UF1v0mmH5AefBvWlk0rPXXfdVeI2BtbWmnTG7/qfaeDy2rVrSx096qijymGF4+Z7SScDtaK04K644oqirDhtUcevcu68886lQbJKABIqDYJNhXHv94c//GEBGY1PQwK+lBbkHpJQw/YOcGhsOlhhAI499tij+DV7Qzk64IADykyQhg6spGP9+vXFBBcoUKgQgABJ+OISDpDTgMwwKeB77723opzJ17Yv2KZa9tJfVds+75fjyju/SwmkBBagBCZH6HUs9B6qm9A7eVFb6MGBq6++ugzUKBcwCflmALjbbruVe1hgAGlQAW8oLLCIMghP4I7BLWLN4Mfgy/cGYLAJZjz44IMblXjYhtCDQwbmcAdmwSnhs54Q5iGHHFKUIs8MbmCT+OAav7BSXCa1DDyk3WCXtZ7vOVgF21wUARj2L//yLwVzpdHzYQdLcFp+4GKTg3nK58c+9rHqqquuSkJvAfaXiylLp59++v9n7/5/9ajqPICfC6Kyu6wBBIoWettSaUtbYAVBKF8WFlkFwWiiQUlMNP5iYgzE+DfoD/qjgiQmxl/EKGlwF6hdgYAFtsCWAi3lq+0CBSy7m3V1dY3x7rxO/bRPb5/n3uc+d2ae6b3nJHPvMzNnzjnzOed83p/P+3xmJt16661Zf9AVbFtztM35NFd5a6d5b+PQ0jVdTb0y5UeQ7aBE77H19cFCTnwlX7wXLbd27dp8q4IbghyAb/DJOSSc3zAKvhiX+lwe+2QVftzKlSvTtddemzGPT8a3I1OLXHDlgx/8YM6/adOmjDnXXXddJqCUbwELTl1wwQUH58JPf/rT9LOf/SzXBx8nK5IOxvZL+lWbkIDywN42E3+TLIyxtucuQnX//v25/0Yhp+Yjp7hv9+ze20xsGh9zQzQbi4MSG8c4QjJHG411C7RIkpnIwEFl6mv3Po77Zq+Zc8b4oPkwqN3zPU7n06l0wEy6dL719LseX6NuukA72kxhE48D6+hGCyM33HDDvPRaI4QeIxw4cG44FCYEB4QyBjAiIzRepAThmXgGD1DwnxPhtw6l/JcvX54JPeDhmEFG8Z9wwglp27ZteQBccskl2TFSL2eJY8YBMjGAibopRQ6S6wGLOjhLJq3jjrmWgxTO0z333JO2bNmS72HVylPTR688PZ21rHqhfElFAkUCRQJ/kcChr9zW91GMqdc8crspTf3qqQMfxqhB2hPvryL0LkbonbdoH7lF6DH8/OfQIKtgBLILviDJOEQRzcCQZmgg4OAZHIFRiDULQ5KIOs6OiD9Yovzt27dnZyfwBqYwGn7+859nnLnmmmuyExSPIsFCK5Pa5BrYpj6/AxfVHYSc1Wt4Cq8YnzbOKgxUlw15CMOCHLz88svTxRdfPLSROC6j1r1/85vfzNg7DgOrhqlWiigSyBL40pe+lL7+9a8fJDE4LJJ5betqMve1lYMcTnIX26qNw8iUrOWjg93bQk7w67HHHss+Ed8LxrlnPhOMsw93YNqGDRvyghHsQBYhzBAo9K7gB1jnP9KEow23HIMpfLggPeAnDORTOQe74Bl/Dw7BK7L3yG9E4DiuDH2DuOALhmPdr39grna4J3W1mdyn++bPto1JFvjiyTNybjMZN/qEDWJrM7FljCfjbiYCl/12++23p3vvvTfbZfoKB3DzzTenj33sY3k8z7XdoSf0tT5vMwlKYusZ4zMRmU20yRgnP5xJ23qfzUxHs4G1o81E/0l0Y9u4zN6l+zZu3Jh5qFHvuxFCb+vWrXkwAg7OUDxiZGLE6opHkBBqnBGDJhSkVaQACIIFNh5JEqHgHGcJc61MQgcS8k1WBB9HzIbRRxgiA00K4YwGp6g74KHjPI4bYeLyc8yCgHR+3bp1eSJRpOFUHf/OP6YTj9+b3n3s/lHlXa4rEigSWIASaCRC7/UqMvhfN1URet7bOfi9MnMR58T7z07HXHRjmlixuAk9i0MRtUbfww2YIiobvjgHYOEIjOFAwCEGh/zyItNgHMODkwE/EHqwxP7OnTuzkwLfLBYxziwYqdt/UeswCVmofs4KR0eUg3bArR07dmSMZJyK+uMAIeqUF4tV2qYdyoJrHDV4KB9shF/KZphrq//hAM82dtSjbDIJjJ7tmjrOu3eP0Dz00EOtOxF1tH+2Msi/baNxtjaV881I4Kabbkpf/vKX89zU7+aTvuckdnUMaCddoa3mPfu5qylkqn0Ih0EylY9eDZ3W1fupo10im8I55gORC7IODvC7EHvwA0kCn/yGMTAPgUJWrnFO35MZzEIuiCKHgUgUuIBgcj1fDxbx05TrGhgJK+WHe4hBj+AiEqc77OqDg8oclLS9vEPvzEHiaeT4uAk99hdCD1cwKNGlnrq4884787jEE4jMu/HGG3NAEE5hrmmchB5bz7wt79Cba6+Nnp+Ogh303SAMGb30ma/s7EcxCIIzE6sYAISSZxRwLihrRgKizH8OiIlDUVP28tgHvMrgUMkT0XyIQNcCD5OUE+M65QMOKVaYOFDK8M4F5QIeoKJseQFXtJPSAl7KBUZe3ArcDkvlK7eHiaPsFAkUCRyQQGOE3ra705+rCL3aPoqB0PvQDWli+bmLNkIPPojOk4S6wwIYBavgE1yJ/8AdtsAgj9y6lqHFGYmFHjghIkLknOg3hF4QhpMVsQZjOD/+wxhlwUnODqyRnxMEj5B8FrFgFPLOo8DqtTjlMVR5OEMcn3gcRdsDL92TPMrgOE1PcFb7tWWYJGrCvbquTaeebDZv3pwjHYdtKwyXhs0/zP03kUc7bdrZ5bZy6s0FY9W47XLqsky96PojH/lI1jPkye6V6JW2HYdh+zDIL3Of7TwOJ2fYtvbKNEioftfKx2nj7Ecf9Mu3EI7Br4iIo+/dO5xxnL/kP50euOc3HCMbyb457xiZusYYkN/ClXHBDwu/y3++k7rIGBb6D8PkhXkCJ6LOqKdX1oXQ65XG4b9hfUTo8YnbTHQrn1z/2NpMIvSGIfS0yfhE9rK1jFvvIzYOR53rhdBrP0JvMX8UwyJL5z6KYWJR6pEYLMDEf8qc4jdRTD6gYrJZ9XHeMecYuRSHc24SMMgrD8dFGRwa5TovMToAh009lJDrJGCkTPt+h7HCIQsCkTOHNHQtJ8wW1+dC/CmE3kFRlB9FAkUChyTQGKH3+N1pas+O6pHbmr5y+74PHCD0JkXoLc5XB9D1MApWINJgCgcDFsAWGBE4FUYsXOLMwByOCTxxPSyRFz4hBjkujofzwrCERQxyeANTLELJE9HijE51Oy+qIR6xUCYC0THXaCuMVA+c4lDJow7XizgXRSEPMq/fI0muc+/DEknjIvTcF5npK7g/TCJbTqj773LSTv3vHrvcVmNbO8nUGO9qCnvOHDUPuiZTesNCNHuW/ggHk0yHHdttyz5kqv9Dpl1ta69M6etB5LN85t5iIPRmGi/60aaPbf1SnHdumPz9ypjrMX1XIvT6S60QejNH6PWX2vyOwhO2Gz09rL00vxoPXV0i9M7JtschiTT/CzbQdewH/9tMnY3Qa1MIddXFAODocIYAHIeKI3ME2BVCry6Rl3KKBBaUBBoh9PZVj9xmQu/p+iL0KkJv4sIqQm9ShN7iJPRmG3gB5kfo/wEXyj9s3gFFjHS4t51WsUUdIhLj3X8iMqano4XQm97uYfYRn7AcAdHlpJ1B6HW5rcY0sptMu0aS9favdvaSpF2WaS/5VAi93l4c/XevTAuhN7ocx31lIfQG90Ah9AqhN3h01HsG5sNUmD9ocaTeGg+VViL0Lj0ykOyQeGb9Vfs79Gat8WjOUAi9o7n3StuLBBqTQDOE3gtp6omfpam9CL3B75WZy01NnF5F6F3w8ZQKoTcXsXU+L3JAdIP/iLy+C1LVXRRCb/xdWQi9evugEHr1ylNpQeaWCL36ZVtK7C+BQuj1l4ujhdArhN7g0VHvmULolQi9ekdUV0srhF5Xe6a0q0hgrBJohNB7oyL0/u2fUsqEXj1RRxOnr0oTf3d9SstKhN5YB8yYKi+E3pgE31NtIfR6hFHDz0Lo1SDEaUUUQm+aQMpu4xIohN5gES8GQk80mNdQ2CwkwElPHgz7Dr3B0hvtTHnktkTojTZy5n5VeeR27jKb/xWF0Ju/DEsJRQILUAKNEnqvPlPfI7dLEHrXpXRmIfQW4DCc9ZYKoTeriBrPUAi9ekUc5JPIAs5geeR2/vINmZYIvfnLchwlePeod7KK2PYeMFHb3jce72+ca5vMK4SbOaYMcyze4Wpf2fSa+uxHlM9c6imE3mBpLXRCzzvqfCn5ySefzB8U89qQiy66KBN73g0821duB0tu9DOF0CuE3uijZ25XLlhCD0vv3UDeiyHZZ1zE/iAxxbPe/fI5F+eVZYv3HvX+Vnbv8SPqKoTeESIpB4oEigQqPZWOT1PvrB5nfffKNHHMX9Uikqk3Rej9c0r/XiOhJ0LvfITehiPeoceg9kGIMNy9l4p+ZKQjguhQj3KOYqzXIpAOFQInvGOEIcrws3Fy7HOCh3GcyJNsYZbrpydlcaTUox/kUba6beoIbPNbOfL7r4/6paYIPffOiXQ/40rGK3l0+X1vZNP7vrcut9WYM95inI6rX4ep13jvJZ+GuWZQHh9NsLn/upO5GbrBXDGPu5jc+3SZdrWtvTKFXcZrvySfubcYPoqxffv2tHXr1qyPvRPcFz/Xrl2bSTeyQfLFvCYX/a1//YY7fgcmkakPOLENfGHVR5h8cfWBBx7IpJ795cuX5y+0wxf7PvSkDOUqx2/lRF/5L5kDjkva4/qZCHnnn3vuufyBqn4ffcoFNfSHzNwL+bSNc8jT+MrtGWec0dAd9i+WvrLpp+ir/jlHPyoK784778yb38bCJz7xifSpT30qz1eE3mmnnTZ6BSNcqa/1eZP3PahZL7zwQv54mTEeH0kblLfu42HfG+PGepuJ3qIz6Cp43maCDRL9Q1+1mbZt25b1pq/cWhgZNXXqHXqE+Pbbb2fHwFfBKH1f9rP6Yz8Aws2GwAOIsPgGgMEfgG4ySpShFQ55bQDHYHXe4PWbo8q45hCpL95BpJ6oK/25+mjGH3akiT+9lsstf4oEigSKBEigGULvxTS1vSL0ROj9qaZHbkXonfexlM44nNCj+1555ZXEkEDMMMjDAXjppZeSr24x6M8666y0YcOG1o2Mro0yRt6ePXvy4yAMbF+3JSf49YEPfCCdfPLJB/EqMCpwBK75TZ4cJXi0ZMmSjFvywiX/RVhwXnysCU4xqtXjP8fG1zPhFaPL9cp96qmn8nF9Jx2GX9W+OvXvsIYa55dhq76ZyKcXX3wxO3juJ+4zN6DFP+Si7mHvrcWmHVaVdtrGYTAf1pBZdmIsdl2m0c5wvubb/5dffnm67LLL5vVy6kGiNUf1vaT/xzVXBrUvjpNpEHrm/TicnGjLbP97ZUovh/0//Tr5Fguhx0EU8XT22WenU045JftG9D58MuZE7Nn3ESUyITPzhzPpK+hwxXXy8q3ITtQU/JHfB5jYC4g8fteuXbvyta4x/1wX4xsRY58fBkvkgV3qgxvKcX6YxUL4BWdh5rJly6Z3caP7ZBCEXlPE1qAbYAO8+uqr2Q/WB20m/URnuef56tZ+7Tb2RCh9//vfT08/Xb0v+i+JH47Q27hxY7ZHjb82k3vW5+65ifue6V6Qt2wuBDo5tJnMZ/rf/B2kS5tqz86dO3Pdq1atynOtqXr6lQvvJHhHH7WZduzYkfXr1VdfnXXbqHV3itCjMExsSv68887LSuSXv/zlwdUlL/0mdAoG4PhvXwc8/vjjGWysRHGEDEgkIIeEk2OgyGuSADkDFZg5D6AoSSAFvNavX58nkslMkcqng9993B/Se961J73rmF+PKu9yXZFAkcAClEAjhN5bL6WpHfem9PrOQ4QeoJnqH4FwpFirCBNBJpUuPPCj+ntaFUG4/h9TWrr+YIQe3WbhZNOmTfk/vcdwvuKKK7Ju/MUvfpF1J/3MKL/xxhuzwyvfYk0cXI+HWFFE4CE5H3nkkfT6669nucEeeMU44jwxjmCJfU6T62PVfXJyMuMPnHGew+MaZakDPjFmOU2cI47MnopMhHuMTqvXjlnZvuuuuzJ+XX999Z7EKsmjXv2pvzgksHHYxMlSh+vdw6BkjHzrW99KvlLWtjE0qE3leJHAKBL4yle+kmxNREaYg+aTOUKfdnWu0BF0EX1h3o/DyRm278iUL6DNZDrICZWPD0D/6oOFnBB6fB44BDOMZYQQko+MkAR8If4PHY/osyhELvCCDxW4Jb98yuAbwadeQs8+Hwue6QNEIf8MZsFA1xlLQQrLb8FJG+6+++503333ZcLEIiIsg3eDkjLgojZrb5spxpnx1TbBg2RloyEy2ya2mr5v44ttc8899+SF45CtuYrguPDCC/M9N6GPZxo/dIp7155BOmWm6+dzbt++fXm+mLvGepuJDghd2jY+ITLVTQ/AnjZT1DeTndtUeyxSIG/Z7fp81NQ5Qs/E5iSFYn/22WdzKLfJTJFT9oCA86MDgtATWXLOOedkYSAEdQrwEVHyzDPPpL1792aAohiXV6tKQOXhhx/O4HXJJZdkkAdK0vnnn59EXZjQCEZOlQm99PQT0oXrj0vvP3VYh3rUbinXFQkUCRxNEkDopeqR24k6H7nd/6s0tev+lN56oSL0kCkVmffH/53D+/Qq4ubYynE5rjKQjz0AjhPvPTNNrL4ypfetSekdB1akgDaDng6lZ0UzI6cQVZwA562UOved73wnR5/dfPPNWWceTX1UZ1s5Frt3784LSQxszghZcWQ8JuE8o4xxAm/8F+UIuwKzOMlwDEYxHGGUcxZlnAGzAAAUeklEQVSzlMH5slAF58heH8El52Acp41TYwVbWcq30nfuueemq666KuPX/v37cz5RELBz3bp1yeqneoZJHDFtg6dhaPe7bsuWLekb3/hGeuKJJzpLUvRrdzlWJDBdArfeemu65ZZb8pybfm6++/QAu5JOZVO27TAN2/5op7aa97Yut5WOkmaTqfuh+/xfyAk2wBPYc+qpp2Y84lsh8SSYYoM9FmuQeHABkQe3kEeRB7aRl3xr1qzJvpOy2Qv8tBNPPDHjEcwjf5gmAk/ZHHTYhBAUta5++3w1ZKMACpsEa2zG3qDkevcR5Q/K18RxY0z7zIW2nf6F/A49Y4af/4Mf/CDdf//9eQzG2PzkJz+Z7aGlS5e2TuBqg3E/m+3TxFhjy+EqzCG2X5uJfjQHzVN902ayIKxu+sFcazOxj2Gc+24b6xbkO/Qw9RwVYbc6FVPJScJQA4MIBafMTTbHI2oP2ce5MRg99sOxEq0ncoKywICamK7j1BgsiD4gNFlFSBi4nB6JQwTc5OHYEjYlvmzpe9KHzz8+LR2dQG1zfJa6igSKBFqSQPV2ueodeqvqfYfef+xNUy89ktLbeytPpXrPDHD9bWX8/v43w91VpUPTcRVx89cnVdbygfcyTLzn9DSx8qKUTlt1kNCLwgDZyy+/nO6999701ltv5Ugzq/xIqM985jP5/+2335515Wc/+9msk+PaxfYfbsAqGAInGH4wInDJPueDYyQiHJaJauD8wDQy5SjBJs6OqBGOjT5ApDJokHGPPvpoljfssl188cXZifIobkRgwDNlc8b2VJF7os0/+tGPZkNQP8Iw/aoO2MYpmykKorcvrdaGUTuTcbd58+ZC6PUKrvw+aiWA0LOxM5tIveRTE+XXVaZ5H3qNbutyGkamnDT3E/q6y/cz37YJTkCswRG+E8IuXqdBp9tgGKyAU6LqkHN8INeFrORDCPLH+FT8IkQcvBF44TxcIX/YphyRen7zqxB/ypJPPTBEe2CcCMDexP/jz6lnUCqE3ik5kmeQfJo4bs6wa/SPrYmk3wXOWBhkV9G91157bR4nbCJjs+2ITPfs3guh10SP9y+zEHqXDm2b95NgpyL0GA0cEg6PFQkOT5B4AIUyp1CAAjJPtILJBpg8bmQ1ym9lAG1gxnkBKsoJIDJJlRMTVrkcLEoFIGHFgZEygIsyMygd87v07qnd6R1Tb/STZTlWJFAksEgl0MgjtyL0dk+P0Pt9Fa33x+GlHBF6xxx4xGji5GUHIvROX30YoUf30nMMdQSQlXVEFCIIGYXQY4DfcccdWf/edNNNi57Q4/yIZoAtZAdDYAvMgC9kimTjNMEaacWKFRmPYBinJ7DKOY6UBLNgF4LPQhRjFunHSVOH6xCFymDsegzHQpbfIvQ4TNdcc03Opw3aAyc5Xfb9hmfDJDjLGZvtkVvR7rfddtth78AZpvw687ARpGHvrc6651JWtPNoaWvX5UmOdcr0i1/8YvrCF74wr3fZDBoP2mk+kam52GXZ0in0VtjYg+5p3MdDptpB7w6SqXzuiS7VBws5WQyCSaLHLd6QC6JNlLdxB8thlf/O6WPYgviTzz458YFgANnJB3uUJx+/ir9kjKjHOTjBn5IHLsE0uKNP1K1OxAzCxu/epPxC6PVK5NDvhRyhF3fJThGYw5c3diYrH9w4syhZCL2QUvP/6UjznT3JxmwzFUJvARF6lH44R4DBwAI+FL1zBljsA2RgBCwAFxDhyMgXIILAAxzKVIb8FATFYcDaB1hABHhFWVacYlAfNpjLV24PE0fZKRIoEjgggUYIvV+/nKZ23pfSvl1zI/Fm6JSJU6p36J3zkZTef85BQo/OpBeRRPQlY9672OhVhiRC79Of/nQ2+EXoeQRAhB5Df7EmeEJecAd+MHw4RI6TW5Bo9mGVfXL2qgeODEdIcowcyTycI8arzT5jlqPEYdpTLVQh+VwPr0ROcL6UzUmCZx5Hgl8iIODZ9KS98BCODpO0DUa6Dv4OStr22GOPZWN8UJ6mj/cSJU3XNZ/ytVMfGhvD9sN86pvPtUeLTMlTW+uQ6QUXXJDf28QGrDuZk9opmfPmfxdTkF/mPn1m7ne1rb0y1f+DnFD5EE2LgdCbaUzpR/07KEU/z5Rn0LUzHZ+tXn1XCL3+ElwMhF6/Ow+CrxB6/aTTzLHgPgqh14x8+5W6IB+57XejnTpWCL1OdUdpTJFAVyTQCKG3vyL0dv08pTeeqwi9mr5yi9Bbc031Dr21hxF6IvO8vwRZhyhCzvjNUUYqeXUBZ8hHiji8HunsRxh1pT+abgfnJJxHpAznhzw4k34HoSd6wT7n3WYf4eZaZQS5w3iycaDJWT5luUYe+34r13FGl80xZTlvQ7yF49pPBk0RetphEU5bxpXIg0zJsctJ/+pnfdnlthq32hnjsMsy1fe95NN82qp/zFH3X3cyNwuhV69Ue2UaOrlfDaEXFzuh1082XTim7wqh178nCqFXHrntPzLqPwpLYR/bBPa3mUqE3gKK0Gtz4IxUVyH0RhJbuahIYKFLoBFC7+1XDhB6b9YYoffeFQcIvdMPEXr6RoTeQw89lL9SyrD2uoMPf/jDOTrsgQceyO96A+6IPe828RhpSUefBJoi9LogCSSMMSqiqMtJO4PQ63JbGfWMezLtOvHYS5J2Waa95BMSHAHdxRR930uSdrWtvTIthF4XR9NwbSqE3mA5FUKvEHqDR0e9Zwqh1340eonQq3cMD1fan/87pf97uoqWeXW4/CVXkUCRwKKQwJ+njk9Tx1UfxXhXFQF3zIEPUMz3xqcQes/VHaFXEXqrqwi9aYQeZ03EUDyOyUEWySBCDwnkXXCSR3I9hsmJKunok0Ah9MbfZ4XQq7cPkE+F0KtfptOjHguhV6+Mhy0tIrNFgsNjY1009mxJf9kigjwiQ2e6DqkW0eXmlXoiinzQ9a5Rj7axC4JUlb/XToi2+O+c8ntTIfR6pXH474VE6BmP7Em2CFvS+/IGjefyyG35yu3hM6G5PXqVbrJ46X+bqRB6bUo76pqqXlo+VUXLTO2LI+V/kUCRQJFAFcVSgUFano55x2RlqNZI6O3+l5TerPGRWxF6q/8hpSVrDj5yW7pv8UigEHrj7+tC6NXbB4XQq1eeSiPTQujVL9dRSvQ6DB9gQuwhPkTPn3nmmZnYm14eR1Tfiar1flX7rqNzLMbFeXn8nr7vwxW7d+/Oj766xrtbvRvW6zcQL70Enbpd7wMcSEDvMLcIGO91VR8nWV0Swk5ebYuPdTiuDAnRUx65zaI44s9CIfSMRV9bvu+++/IH13x47aqrrsrv/KVvpqdC6BVCb/qYaGq/EHpNSbar5RZCr6s9U9pVJDBWCWRCb6Ii9I6tkdD7jypC7/lfpPQWQq+e94JNnLw8TZxdEXqnIfTeOVaZHe2Vh0PU6xSF8zLKvYVjE2X0ls+RCidM2ZFnrvUsFEIvZMM5jBQGWZcfudRW7eS8cIK73FZjTDuPhkdutbNLMiW7mLMxPv13LCKdOLcx53vzdOF39H155Hb8vbF169b02muvpaVLl+aPVHk9xrnnnpuJPfojIub9Fl2C9EOOifpAwvmgAHJOPvrfb8Qb/dMbJWVs+rq991g5f8YZZ+S85r9xYJNcr3wEHV3mGh+IQjSqS5na4ZykPcaT6H/EpHb4ijuSUF7vXo1kTtgGJfmfe+65TE6uXLlyULZGjpMPGbj3mdrYROUIvT3Vh6d8VEu/tJlEXupD/W2bT3rxxRfTt7/97bR58+YsR+Pz+uuvT5///Of7fsgLoRdfufVxtjaTe3bv+lqft5mQnuaLMW6etJngqPlqDvfaV220Yfv27bnutWvXHtQ3bdSrjrAfxxGht23btqyrN27cmPXrqPc8URkU7cYWztBSTemdPDGhDK65JJPPNRRwr/J1jDGlHr9N1jmlQujNSVwlc5HAYpFAM4Ter9LUixWh9+vd9RJ6q65K6dRC6M1nbMIVBhcHA54w9H1lNoyhuZbNcAonAe5JohWULzE2wnFjVMsTxEDOMOQf5cVj1cNcok735jqGTlcS59UXf0WDhJNB9vqiS+3sJy/tJNNwwPvl6cIxNpJ29o7NLrRrehuineaEvu9C/3PCfFwI+aF9kQqhF5Ko73+vTOmCQU6ofPQosmoU3Vlfi+dWEkJPZNuKFSuyrtu3b1++BxiE3EPySBEZZ8yJqnv++efTSSedlKPh3C99s6cihYxL78CVH8YgStasWZNJMud37NiRSQRkApkhVETuyU93KTPwQFl+IxzJHelIxuaiNitf+8zJ3/zmN/nL7cr1YS1z5KmnnkrPPPNMvta+sgP/+kkJ+ffyyy9n51eUYpuJLLSN3ANz2qpfP5Mx+SBO20z8ZJv7ts0n/ehHP0o//OEP81hSDpmK0vvc5z6XLr300jy+ess39uC8cSaqs81kzmhfHfc913Yjyc0rY9xcbjPBfJjFHh2kS5tqz65du3LdZ5111ox6oIn63bc0Dvvh6aefznry6quvnheB2ylCj7J+8803MwiYSCZxsNP2Y3Ix2m32JYMuANog/N3vfnfQwfKs/htvvJEVsDzCwg1Wv60OuLa3bOXFRPa7dzIfM/HbdOzE7ur6N50qqUigSKBIIEugEULvPxF699dL6J1URRAWQm/eo5ajYhWV0wIvGNpWzgNTGMBwheEPq8Kpj/9wxflwEGAfos3+iSeemHFn586dGQ+DFBD94DEmGMcpdVzZvXUFFmqTupxXVxhmnDp1xf5sgkDoaRPjMgjH2a5p4zw7YcuWLemRRx7J9oI6e+2BNtowah3aGQ7SsP0wal3zve5okqm2kmcXZHrhhRemj3/842nZsmWHLRybk+aTeRm6Yb591MT12snBsXFw6I2uppCp9tFRZNsvyXe0Enqwhu43dpYsWZJ1ePgwMAjxAROQZYgfxBs/yH8yMdbginzmB33OvxLpJ1KPnucbIcsQiPJwqtUpOkwEHtmJnPEIML8K5hkbyoJFCBd5ETDK8h9ZCLf2VEQhbFSXe1i/fn327ehwH91SH+LPFo51vz40Dt2feyWHNpPxQ+baClPbTGwDfUCGbRNbgVd13PeDDz6YNm3alMch+SkbUS1K77zzzjuC0DOGjDXjyVhsM4Vd1Ws/tVU/0p6dZowb622msB3HgU8ieCW2ND3RZurF5TbrVZfIVYsh1113XdbLo9bfKUIPMGEqrQQh8iYnJzOIUGbhWPgdjgWwohAcM9kpXAoAwJgI2G1MN8cISLgOYMhnHyABCGUDKwDIGHAcK25Cm1icB8rsbyui/PQl/5VO+Jv/GVXe5boigSKBBSiBxgi9lx6omdCrHrld9fcpnbK6PHI7j3EoYkF0AQeF0wJXGF6wKPAKPsEyTk8YJxwfCSEIu1wrcgH2ya8c2MWYevTRRzNmwcF4h9Ly5cszLsEw1yubowbD1MUIhIXKDUyzoMUoZqjBVZGErh0mKcN17lObupLI44477kh33XVXxvyutKu0o0iABDioX/3qVzNxYf5EMm/ZlRJHcRD5FPnH+Z+NrO3s5rC5x9meQXUPK9Ow++ng6INBZXbpuEdn+SZIML4JX+TZZ589iDOit2xwAKHH59FvjrlP+WGS33ArfCkkCWxxHmYoG1nmekQ0rEHQeaceDFG+aCqRf3v37s0+Ej/J9RKyCR7BMxgDczipIso4rMaT8+r3yK387ou/JukfZc1Elskrikd7EY5tJpjpHrSv7fmgH/QL+6DtyETjhv0C/+drAzz55JPpu9/9bl6II0Pj5LLLLsuP3CL0ps/L8g698g69tuY4Wxce01Ft4/KC/CgGpwb5FoScyQ5IgBFhU6gUCkVA+XOgKACT3qqF63QGkAEkFP6rr76aCbkAJ4oR0EmARVIWAKSsEXzKmqyAznmrRw8//HBW4iuWvzddcfkpaXJZefdUFlz5UyRQJJAlgNBL1Tv0Jup8h95/7UlTCL39z1feXz2PO06cOJkmzrryAKF3bNFjow5fjhHjNFaP4QXSCxZJcIoRzGGR4BSMQag5B9NES1id5gDBJEQeIo5TxqB44oknMgZt2LAhO2L2lQMLEYIcU5gHr5StfudgmHK1yYLUg9WqOCdM/g996EM5KiOIxdy4Gf4oN3A3HLcZsrd2SiTJbbfdln784x9n2bRWcamoSGAICdxwww3pa1/7Wp5r5lAktqZNMsfbdhyiHcP8p2vM/dlIlmHKajLPsDIl6yBl3NvRkkTnwYzlFcFGb+sP+CNSDg7wkwIXRN3BFb4MXwcW+O16eeCRfWSacvhLZIIkcq1yRYL5bYNTSD6LRerhVznGL0NsOaZsOKg81+gPspYPNiGhEIC9edxL+F/RD8pxP3BsUCqE3tFN6BmPFipFZhpnIrGuvPLKdP755/d9tLQQeoXQG6QL6j5eCL2aJYrQsxqEsLOq4/+eKlQb4NgkKzO9hgbQEEEHoAAGBYHoE+3gvRBAz6Y8YAHA5Fe2UHCrTpQGoOAEyQPwVq9encvUHs4QsDrlve9Kq8+uvtB0cj3Odc3iK8UVCRQJjEkCjUToIfReebAi9F6ol9BbcUVF6J1dsUyF0Bt1uHB8vMBXRBwSDpZwvGAJp4YDhNCDL7CJIRsLUBwuDo9IA44UQ8IWUeEWojhFjz/+eMaxdevWZSfNYlc4opyeyYqwg1vKQghynkRQeMEuJ8pjfzDRS8Q5YDBRfbCwl2SYSQauUSfc5HB1JYnQ+973vpd+8pOflAi9rnRKacdBCXjc9pZbbknI+JizTprX9s1ZNqX/XUzaSX9pq3lv63JbQ8azRT26J7o28ndR9tPbFDoemRd+kPvkq8AfxFjoc/dHV7s/GMHPccx18tpXDizym//kehglj2ttfCCbepSj/5VJdsYGvAlMUzeiUF4Yphy/bSFv9yCPa9WnDdP7QB2F0Jve+wf2F0qEnrsxLvjg7ol9xFZhZ/RLhdArhF6/cdHEMboNxtF/bWNdXRF6/w8AAP//mdCQyAAAQABJREFU7N2Js2ZFeT/wvjMMDPuuIgwzgOz7IiA7iGtI3GKCiUklMZrExKqYqpg/wVRl8adlRSOpmE2Dxi0QTFzZQQRkF2VzHBBQB9llnbm/8+nhGc68vO+973vvec977p1+qs67nNOnu8/T3c/y7af7TE1XlDpCDz/8cLr//vvTdtttl/bYY4/0y1/+Mt1yyy3poYceSttvv33aZptt8rWlS5emqamp9NRTT6Wf//zn+fouu+ySnnvuubTnnnumrbbaKi1btiztu+++6b777ku33XZb8phLlixJe+21V3r00UfTE088kdPuuOOO6ac//Wl68skn0xZbbJGefvrp9MpXvjLfu/XWW6f169fnA4um0uNpydQPqu8HOsKxUo3CgcKBLnBg/frlaXpqn7Rk6apKNm3dSJWmH1mdpu+5NKW1d6S07rlG8pzaeWWa2uf0lHY7IKWlWzaS5+aYyS9+8Yt05513pm233Tbtt99+ia64+eab01133ZXPPfPMM2nLLbdMO+20U9ZZ/tNr9A59Qz/98Ic/TKtWrUo77LBDTrt8+fJEt+2zzz5Zv333u9/dqI9+8pOf5Gu77rprUjZd5156a926dfnbvTvvvHOSVh6HHHJI1nt0GP0XOtM9zg1DdK7noIufffbZYW5pJc29996bvvCFL6Svf/3r6ZFHHsllej7UIZMm16f3Qz0d6rkQ6lp42tuCs/8/44wz0u/+7u+mAw44II/buIMNys5ExnBX21//ZEcb+2SXsd/VutZ5+vzzzw+UbdKRsWR2tEG0S/mePAe03eOPP5513qDa0EPf//73s1591ateNSjZWM7rP8YDfWvstkl0/o9+9KO0++67p7333rvNorP8Yq9oH0ebxJZ58MEHs6/+ile8os2is43GptLW2rxNYhuyFfVxGEWbRO6T/2T+sHZiU/X73ve+l8s+9NBD81hrKt9h8qEb6LhJ6LprrrkmY1wnn3xy1lHD1LdfmqnqAToD6BEWjAeDSKdSNZ0acEcBEyqu6WxIZwtjg6BF0RlDebv+2GOPZUHkXk6VwaksaZ3zO87Jk8LXuPLYhKYfq7yF71fH/ZucLn8KBwoHNm8OjA3Q+9GlFaB3ZwXoNQOmTO1UAL0meirHYu3atdnoALLRTYAyE0gmoABhDLG6E0Df0DUmrRgNJo8YqaGH6Djp5YcAhgxa5+ktk1HKYdzTVyaxwvhwXrkmxdy/qgL76LFeUm86dVgDtauAHl6vXr16Iy89JxuAzdC2s9XL49n+q6f20nZdris7Sz3ZRPptVynqaZzgZxd4alxzxoD1Ya/in/Gtnkg9O2R+5zrFhzqTS/pq2NhdrWudp/rpICdUugLoRQt371vbFUCvf7sUQG/PbCv15854ztJ98AFyelh7qamaFECvAHpz6UudAvTm8gCt3lMAvVbZXQorHFgoHBgPoPfjNL36spQeahLQ2ztNrTytROjNs2Nxbhl5HF+OYjjtjD9ADaedMYhck963w3VOp9/S+Q7yW34o8vKbcelAYVxKF06239JziqSLCa58Q+1jsQB6nhsPHcGDiKgHQHSZ1FP7AHS7XFd9EaiDx/psVynqGeBTF3hqPBr/9bGNf84XQK/ZnlTnaQH0muVtm7kVQG8wtwugVwC9wb2j2St0Pr0Vdmqzuc+cW4nQW0QRejM3dQeuFkCvA41QqlA40D0OjAPQS49WgN6PL0/TD91VhSM3s8RjascVFaB3akq77F+W3HavG429RosF0OvHqALo9ePK3M8FULYQAD2RVwsBJK2DTwD4AKPn3krjuTPaPkBSzl1X61rnaQH0husP+KRNgcva2BgHhOMlh34U0i/0ZRNNEdXkt3NAbefiv36lPOX0UgH0ejny4v/FBOjpd7bKslLAVlpWGpDf/agsuS1Lbvv1i3Gc0wfJsknoukW55HYcjdRsno9XjnW15DaVJbfN8rXkVjiwsDmQAb1kD71qSWtDe+ilR9ek6XuvSOkXdze35LYC9NLep6S0c7X/TNlDb2F3ujnUvgB6c2Baw7eUCL1mGQokKIBe8zwtS26b5WmXcnvggQfS3XffnV7+8pfn/cJtS2RvOnu01femM7Y4uQ6/Ufz23wGYsY2E5bLAmd122y1v/wC0Adi87GUvy3uw2gsNmGfrCHvLAvUib/kC/eQlcnkQ0V9lD72Fu4eetr3xxhvT5z//+fSDH/wgHX744ektb3lLOvLII/tuEVIAvQLoDZIFTZ8vgF7THO18fhWgl35QHQ92vqalgoUDhQPtcSADetMrKyO1WtI61X+2ceTaPHbvBkDv4QYBvR0qQG9FAHoblnDW6xVLGBnbYcDHuUhXvxbnyvfC4EAB9CbfTgXQa7YNyKkC6DXP0wLoNcvTLuXmBU5f+9rX8ktbzjrrrHTHHXekb33rW+mYY45Jxx13XAbWRNeRVUAYe5baD5ItQIfYn9UesQA6L2vwkiJRZCL+vFTwnnvuyRF6ovOAfAhYZ6y6fvDBB+c8vKDQgZQH4APsDSJlA4KU7WVUbVJvtGGbZdsbd3W1ZyywdMWKyoZrkbSpQwSlYz500003pY985CPp0ksvzW1tj1797z3veU864ogjNm5TEmUAir1EzMsuAcNtUkSbNvHco9bbeDTmvNhzUi/FiKjbUes+n/TAXjKCfCBb2iQ2BBKpTA61Sddee22Wr6eeemqWuXMtu+yhNxLnCqA3ErtK4sKBzYQDYwP07rtyQ4Te+mb2sJoC6O118gsRei8CehQYY9lMPUXOYDe7Trky1M2+I0atly4w7hcTcSI4KwhgOQpoGVEG7hmG6mVFefgcR7881C2uR3nxvzd9PW3vtS4Begxlfa0p4ylmWLuwh1ov3+v/1RNY4mVflnd0lfQv9dSfFkI9OQDafi7tH876sGN4rm0mf84xarLvz7U+g+6Ltg+eTmIZ0qC69Z6v85RMCTneL52xR7dFG/Sm2Vz+A/RuuOGG7DweddRRGZDjTEeklGg6vALG/exnP8tvEhdZZ2yRW176sv/++2dbgE5xDqjnxUz4K7JKW2gbtgI5ApQJ/eMN7PK+6qqrkre5azN2xR577DGjQ6scYCHbpO23vXqWWD7s2dokdhmeeot92297JRsd7JaZwNZh+PGf//mf6TOf+Uy2M6XHUxGh5557bvKGTwBynfQ9fQqYFy8Lq18f528yQv2aeO5R6/njH/84jxVjTl9vk8h88p9+GiRLx1Wf22+/PZcNrDfW2qQAECehl2+55Zbcx88+++wcvTzX5x47oGcwUAK+dRKNFB2mX6XrgycESb90znEE5K0BUORrEPYqbGmlUwfXdFSHMqQPisZUT2k3pQLobcqP8q9woHAAB8YC6D1eRej95KqUHrm7uSW321eA3p4npbSTJbcvKkyzgWZPGctksFlBRrcZ1O985ztpzZo12cBncJ144ol5Bm2xtDw9wGhkNNMHnA9OiGet64be52XU41XoFQ6Q+2eielmhi7zBlu6Ko/d+uuuRRx7Jeotxp0x6z/3qWq+jOomEoL84Vr0UDpU8hqFxveXWMzFaLfuaaYnVMHWMNPgXej7OdfFbm7FBgCRhu3SxnvqXfqTPtu3AjsKPqCee4udceApI4FjGJMYo5Y+Stm6bqqf+2kUK2WJMkTUF0OtiK829TgA9y25FftE/dJdIO0tw6Qb9lP7zG4i2qnprOt3BTjj00ENzwa4DWchvYB5ZLoKMzvCWTmnJD8Cd/gTQk5d8AtC74oorsn2hHGCVpbgz6dAoi24T6dcmeYbwHYfVn03Vz4SqSDV2mWXRbZK+4KAHHPMhkXlf/OIXc9+Tj7Ymd3/t134tAZbJmzqxy/RR/Uz/aJPUzXNr6/k+96j1vu+++/K4opf62XGj5jdKen1cX6fz29ZPd911Vy4bWE92tEnK87yTsHXIS/LxzW9+87zG99gBPY4Iw50gNygMTII4BovOY8A4dCKCy2Fgc6rCoPTf4GIESec/I2N1FYYsgkQ6nR/Jk+CTDmkkhz0dfFM6Gs39FJn08nbNjACi2FwLo9u1pUufqsq9p/rekCYnLB+FA4UDmz0HxgLoPXFfmn7gmpQeW/3iSzHWV0DM9HBgTCUAq3apjqlqwsLh33aVEfyKE1Lacd9qenSDwiTbGBAXXnhhlovkI+NeuD/j8corr8z37rPPPlmumsVfVRn4i4XIeCHvjEc6h54yC07Bhp6ib+ioMHLoFrqNrvKb0RVLI/AzQBvOsPzcT0cpy5u86CLpOUUcHtc5Qv7LLwxJ3w5gq/tFRcg/li9JH/pLOeoDfNVu2ss5Zaq3fOlP/50fhtRJufS3+5oivPzKV76Szj///Mz3JvL1fAh/ukzq6VDPhVDXzYGnp59+evqt3/qtvIzPeBsXydt4RcbksONwXPUZlK/+SYaFzDL2u9pXh+WpdGx6Mi3aYNDzL/bzt956a9ZfEfklIoaM1+71Jbb0mnaP6Dw6kv+GfwAWuou+Cf104IEH5nzpRj6USD/306N47zf+02OAxNCp+G0sAPtm0jOulz30Fu4eerfddlv65Cc/mQC55J8JFEtu3/Wud+VJ4l7ZW/bQK3votSWLQz5NQtctmJdicBQJe8S5MQPDWcI0BgOnJkA8gh445wD8cUo4IKEcOC+uYTzwjgK4/vrr87lwYCgc6Skb6QgNB8VkFsmskfI5UIRHNJ6y/ZZGnazn920tO9RYWbvuulW154Tv5hybtjprKadwoHBgfBwYC6D3ZGUMr61k55MPVChFtcSjMobTc1WU8HO/HO5BKuM8g3bLtqumQjfMfE5tXc3u7np4SiL1aoAeuWrihRwl6y666KIsIxniJk3s28LoB3Ix7snLxUIcmW9+85vZuTAzKHKBbgJs0j/I89Mr9AtnxnW/7f/DKKVTnPcf2CY9cNAeMPhJX1k2QheZpVYmfroXuS90ET0XIJpv9wFV6a4DDjggO0J0F8eLTpWGPvPfbPbatWvzZtN0mHzpMLP70mk7+Q3r0HpOaZWj7k0RR+68885LH/vYx7LT11S+JZ/CgblwwMbsf/EXf5Ejh8i8cRHAJPI3BroKkqkneaGuYUN3ua7qqc7qOqie8Uz8gmiDcbVz1/MNXwgfAHJ0Av44nKNHtD+/ST/lT/ktLX+NjqLj+HN33nlnjuynJ4B44dMB35zjy9GjJrHoqUE6SNvJmx4bRAXQ2731pcb6g74QcmBQ2wxzXh4mNAF67Cng8Gte85oECDYue6kAegXQ6+0T4/qv/9EdYYePq5x++S4oQM/eDBhFmHNgKAiOAseHsODwcBgoCQLbQSlwGl0zqP13j/ScJ44npwagx7GiSAgFYd8cGI6ZGSCOKgVBqXBuwvGRrzxE5ClXvZwLMNDbd5T5jW98I1188cVZmL3qVS9PZ5+9VxW5snic2X6dq5wrHCgcGI0DYwP0HgLo3V9NXweg90S1/PapISsXgF4lr5b0AnrVLO8LgF5kRi4Djexpw+iyMS0D24QM+Ur2ks1nnnlmOv7447P8jXsX8jdwzQbhZD/AEh8YsPQLJ4Yj4vlNTjFIGaF0CScFT6QH3vntXACj9JdrnCXXw2my+bjIBSCf8ugkOk6esfyJPuQMqZs0NgKnQzlD2kT9pGF8uM4BQ4wSgCT9BdCTLx0mqkF9TjrppHTsscdmnTdMm6kDPngOR1MkLzP1NshW30KFA5PkwNvf/vb0l3/5l+mwww4bq1wDmBhPxnIck3zuQWUHsBNjn22svl2k4Km6zVZPz0N2ktWbM9EdZDA+hK7RvviDnxEBTmc4Tw/gG33kGj1DV7nGJqCT6Ea6LKLc2RJ8tojEC3/Pf/n1kvsLoNfLlQ3/+bFWTfBZ2947UB/R9trHMV/SZ9ha+oO+wPfu1x+UUwC9AujNt78Ne38B9IbgFCfI+mAzORFVZ5aHo8SQp4ABZ5RIKBIKgiKgaELIUxLOmSni1PiPOCrSEHIcJvs9mTE6+uijs9KxJxSnxzXKyH2ECWUjAsNvzprGpOAIGUqMM6teHC+gHyG03XbTVdpHqu8NG8QP8fglSeFA4cBmwIHxAHo/SdM//W5Kj6/eAOilyqGarpZKVrJoeKpAvUq2blxyu221LcHLjk9ph302AfTIN8Y0IO+6667LkyannXZalp2MSXKXHLWpMVlreRpjbDEQvRARevYHIv89s4Ouoa+QKDd6RGSdSSPgHT1GZ3CE6Cv6jBFqKZKJIjpPVN0G/bFdvn755Zfne01AhT6is0w8rVy5MusheouRi+eWPov0Y/iKilC2chz0lv2IRJFzpoB7dKLltgA9z0aHxf6A8vB8dO0w5BnUQ908b1NE1/7TP/1T+vjHP14i9Jpiaslnzhywh9Of//mf5/3BjOVxkbwDTGK3kgtdJPKBPDH2jXtHV+ta5ym5Qi72o3imkGn90pRzk+NA+HolQu+lbbCYAL2XPt3gMwXQK4De4N7R7JUC6A3BT04QhwJoJrKO0PYmEwOV4uUgYSQKp5Lz4RwjArjHKeEgcX7855BwcnxztqTleDFAOKPOmWnlbHF0ArRzL+dLevf6BuypFyNLGDqnllPE2Xqpw1peijFEk5ckhQObHQfGBuj9LAC9ZsCUqW2qPfT6AHpko7Dvq6++OgN2Z5xxRpbZZoUBVatWrcqg1Sc+8Yk8sfLud787g3yLoaE5EN62ZwLHxswcRMtWRXvTSaG/6AYTUwDNeJkDvUGHSMeZpKPoEfrFhBEn0m9OJDDOpBTQ1H9RdO436QWkA97JmxNNP8pT3egjAB99KDrQtzQx+XTQQQflqEARfnSaCSj6z6RUL4UOVNdhSN3pVfepX1Ok/AsuuCB97nOfa2wPPe2GZ44uk3rqF+yfhVDXzYGnJi/s48Su1D7jInkbu6jLIJn+SVYZ++S/sd/VvlrnKf9iEKAnHfnIL4g2GFc7l3xH50AB9AbzrAB6e2Y/fTCHmr8Skbzk9LD2UlO1EATFvvPCEHZpm0Tuk/9k/iBZOq76sI2VbWKd7mmT6AY6bhK6bsEsuTUQdAqOSxhKBogDUawaMEhaR6SN+yOda9IbbNLEQJN/dELn4np0Stc1Vtwf6f33G4WBpSz31+u1oX4F0NvAh/JZOFA4UOfAWAC9X96fpn9+7QsReg0BettWgN7ur05pu1UbI/TIQJsVf/rTn84y8owKzDPR4hDtBWwCGpGHl112WTrhhBPyW8lCbtb5sBB/cyQAaAwZkzuIDmFEWz6LRLwB9BgZEVVHt5hsojdEvgHfAIF0B945Jw9pROpZLoNEpksT20bI17YRymS8mUiyhFadlAcI9N/kmGvu0xYMProKcEi3BegHhFO+873UFUBPvUzcASHxvwnSfmGQNZHfuPJgOGpX/UUf6irpY+pJPoS91sW6Rj3VNcCnUesJ5AHWy2OcxGY1ZlHYm+Msb65542kB9ObKvXLfXDhQAL3BXCuAXgH0BveOZq8UQK/9yasFA+g129UmnVsB9CbdAqX8woEucmB8gN51KT2xulpy2xCgJ0Jv9+M2AfQ4lvYJ/cxnPpNWVy/A4HRybF//+tfnN5B5I56tDBiVJ598cvr1X//1jcBXF9uiyToBiBAHt5fiWv36oHP97q/nF/fV0/WeG/Z/vT71MvzuEqDXW7f5/hf1CHwC6nSZ1NP4Auh1ua4B6uBp14HHOvjUZZ4WQK/5kVnnKVBIf+1H0nUtQs8kjjqbHHP4Tc4DfdV3LhTPH/f7H5MHJpLwYJTJuN781Ekd1RWpa11v5ZN9PtzjkLZfevmZ3FLXQUR/mWQEvoteapPwk9zWZm1PcCw0QA+PtKX9h7Wn9jIRGWDRsO1mUtMKCasUYrJ12Hvnm85YMU60tedpk0qEXonQm0t/m6oEbLfXp8zlqcZ2TwH0xsbaknHhwALmwNgAvbUAvSpKrElAbzeA3sqNEXrDsJ2TzAgfdwTLMHUpaebOgQLozZ13Td1ZAL2mOLkhH3KpHvVYAL358xdP6yApQLerrgKgJaIegUIBQPVyQbquAXqAGpHXXtpnWyEABvDAFkX4jwKYc167OKIt4ppnjmtAFOfliZQhetvWQ4AV+7QqK/IBWvgtD/lGPv4r0334G0v/pAFyKAeJBMdXZUYefkf+OVH1IVKd/vFcImKVK70DKcv2FTONX9cD0Nt///3zfW19eCYgj/puboCe9tc+AeLOxHP80Te8aOxLX/pS7tMnnnhi+u3f/u105JFH5r6ibwxDtiMxPiYB6HlmfdQze/Y2yUvQ9HX7NRuzbRIbX18n82NstlW+l5zqG5bchvxrq+wobyb5M666CJiw8kfABFk6VyqA3kicK4DeSOwqiQsHNhMOjAXQe6pacvvQ9RsAvelmliVObV29FGPXY1PadjRAbzNpxkX/mAXQm3wTF0Cv2TbgABRAr3mecnA4dxycAug1y9/IzZYOtruwrYJDNDwAYdWqVdmxlY6jpw1suwAI09/9BzYA2Tjfti9AtluwD662O+WUUzIQd8stt2RAzzWAFLDQS65ETnHYgXu2cgDcAd2kk7cIK//tQy69lzsp14FsHaFfiJyKFwvaBkK+6mlMAkICDALO2F/Wfuf2KHfdfq+2qQAS6mvKnYnoL2CH5wZ2tEn4rI7aZxhgq8m6afvV1eoJ4Kl+0iZpE204LLClz1x66aXpU5/6VLrppptyf9Uf3/rWt6b3vOc9uW/j5TDkZWAAPXsH62Nt0iQBPdvcAPTs6RpAelvPro+TMUDrtgG9G2+8MZdti58A2Np67igv5Ftb5Srn2muvze1sL1/yd65UAL2ROFcAvZHYVRIXDmwmHBgPoPdAmn74e9U6yTXNRegtrwC9XY6pLP+9R4rQ20yacdE/ZgH0Jt/EBdBrtg0KoNcsP+WGpxycAug1z9t6jgA9+ydx4ux76j8gQVQOhxqIYqki4MvhpUmANkAacM49AJeIlvPfcj35vfa1r81AHUBOvtrSvq4i94BDwBJlyd85kXxABPIJwCZP99jnFGgnjToAD92nj6ifb3vEuk/dAsQD6gFugIVAPuUBpgBxXj7luq0+rrjiigwcqDuwaiaHVj5e1OU5AINtkmfB82Ej1ZqsG57jn37R9tJT/cvhuR2zEWD4K1/5Srroootyn5Le/UcffXQ699xz0xFHHDErcBtl6G/6pb4BeG6T9HFtro+3DWwZr4BRfdz4aZP08RjbbT832YUAmerRJpF1iNwl/9okkzr6uG2OTJ7MlQqgNxLnCqA3ErtK4sKBzYQDYwH0nq4AvUduaB7Q2/noDYDeVLsKczPpChsfk/HLMGAUOuI/45bBNArJJ4xp96MwtuQtP9edc925ftQGoMfZ5HgxhNskER/4NIkZ1lGesx5NhlddJX2KkatPtb3EbBSeqGcdfKq3P6cM0NC2czCo/salOqFJOA6D6tV7vpen+mnbTk5vnQb9r/N0JudbOmMPkBRtMCjPts5z3AFa+A0wE/WmnoAbe8SJeAOoeWmSZYcOUXycP+0B8NDf9XHjFDgHiBPJZZkjEuEkMk4eQAKAkDT4IPIpluOuqqIC5SuSznWOpToAkvBNOQA7dbU0mJ7xsijfrgFeRFGJvgNS0jX+AySU6175WPLrMCa91fLmm2/OdReJCMyT/yCiV4CR8mwb0FMv/QafQxcPqmfT5wF6+oZ+0Xakmv6ojYd9bn3Wy9P+53/+J/c799EjJ510Unrb2962sc8MwyP9UL/Sr9sG9MKOCrtqmPo2lWbNmjV5zBjvbQN6+ri+Tpa2LfNFJiJypW2dHeVNwtaxjYBJkTe84Q1ZD8y1Hy0YQE/HoiAIB8rLIGNkhCE3DAOkD2PPffLQeIQNoeWacigdjftSxVIAvWH4XNIUDmxuHBgPoPdgmn5UhN69zUXobV29xXVHEXrVso0C6I2tm9ItHCgRD5wrjgrny/nYc2iUwjlDZr7pJEswGJuMfEYXR4gRxvGjI13njEnTS+MG9OhnDpe9UDxvm0Rn099tA4mjPqN6ai+2R5frqq/pQ3iq33aV1BM/1RU/6zwFXhx33HE58oeNN2lSB3VFBdBrpjXqPNX2ZFA/kq5rgB6gjRML4Iolt14CoE8DMYAjngcgxuGjO0SoAf/4M5arSmN8ej4RfPQOsO7Vr351HhMi9OgPUW3APeNZGn6P/OgRedEjwANRdMoDoKyqQD6go7wBK3QQHkrDh1In445MUw++GVDQMznvv2eJdlEmEFEEjvvrJI16Au0GEf0Ve+iVl2IM4lKz56N9tY9jNiLXLPP+7Gc/m5d/61uAqXe84x3pTW96U+67+sQwVF6K8arWl9wal9pHuw2SpcO03VzSAPiVbQ89sqJNItfIRs/tu03a7N5yi8mEBKVhBogS4jBQgpSbTqAjEjiAOUIIUUTO+44NNl2ndCiHmFWikCg5ipFSZAg6Jw3lhpYte7pSUGuq77X5f/koHCgcKBzAgXEBeumxG9L0Uw0CessBelWE3tYF0Btnz6VjrrvuumSm9Zhjjsn6htJmIPnPuWL40k10FSeGEcHZp4P85gzRQUhUBn1HjwHsGDucOfqJg+R8fQ8ke5BwCOlD+ov+pCPlG/kP8/yASHVSP3nMRsq75JJL0nnnnZcdr9nSN3k9nq/JPMeRl3qito3GcTxLV/IcxFObsP/RH/1Rjg4Jm3CSdTZOjSdtb6x0tQ/gJ9lE/hj3jq7WNXiqXfF0kBMqnWcKmTbJfhBl8zkAeIA1fgyAj7zGf+AWHeGab2Cbg9z37VnpGcQf8tz8Fr/Ja4AXkA6IRw/RFZxWvs+dd96Zo/DoCD4U8E6+dAi9I51vZYsMc68+oG6uKVcd9WXf8qSTAH3Kx2PnRFiZaPKfzpOH33ws+dfJ8xRAr86RF3/zUwG52gvv2qRRAT11019uv/32bLfoMyKuLLXVJ0aRwwXQK4BeW329AHptcboqh1D49re/nRWEtfiUD2VIGTE6KDyzXBSKEPHYSJLik4by4BC5fvfdd+cZLPdQYNLKQxqKSlizNyhRQCINbNRIWb7yldtXztg21azUcLMLLbKnFFU4UDgwQQ6MBdB75qcpPX5jJfwqQK+hl2KkraqNhbc/qgL0qv1nSoTe2HoMh8rG0Bwn+orDZLNyOoZhS59xXpwXTWGyiUMjsk5UH1pVRUeIgOCIxp4q9J57OVLud5j9Vh5Hia4THWE5knKkp8Pcz5k9+OCD+0ZHDGIEvcgApysBgbORdP/7v/+b/vZv/zbrzdnSl+uFA+PkwPHHH58+9KEPpbPOOiuPmXGWNUzewA/jGTg2CHgaJp820pAxxr5xTzZ1mQIkwNOZgEfpYhKlC8+Dr0Aucha/AzjVT8h5z0Kuey79JmSx7/pzAlAQXaK9+DF0jWf1n06RBujmPLBFcASgBWjHmXVdme5RH+RbXuS6OtWBPPWJPux+ad0vH/VQjnLdo1yHfJBnijbLJ6qPAugFJ176vdAAPU+g3+kPvvUP7a8PjUIF0CuA3ij9ZT5pC6A3H+6NeC/BcPnll+eIOrNQHBUKhFJBFKHNVoF2FAggj2ISvcBJAs5RNGaqzDi5bvYIKBih5mY+KDlKyhudAH1ARI4ZobTvvrunM898ZaUE5/5a4REfuyQvHCgcWAAcGAug92wF6D1xc0rP3NfYktu0ZQXobXdESssLoDfObgVgA+CZXBJ5wVgww07XhOFg4gggR4dF5AKnjl6jn2K/HIaw/OQFIKTLGMYmptxPV3GczN6L/rN/jXLsoeQeOowDx4k64YQTMsDI2RqG1Ef9OFvhvM10H4ftq1/9avqbv/mbdMMN1f6PhQoHJsgB/f2v/uqv8gsC9OVJk3EbTi1Apg7KTLpuveUDXAK0Yf92lYKnvsmomXjqecjXXjCpq882jnrhjyg6RM90hRcF0Bvc2gsR0Bv8NMNfKYBeAfSG7y3zSxl2eUyqzC+30e7e7JbcAvQ8tG9KGxBnZomj42Csiaoj+PzmBCGAHseIM+N15xwim4pqPOAd5c4pcg+HiKIzuyRcPUBAQCCy5HabbSy5fSj/Lx+FA4UDhQM4MBZA77lqD7IA9JqK0FsG0Ds8pa0AepN3cBdr76GTLLmlp0wwcZo4xRwoUeKWIYnO42CaODL55FpMRtFFzgHm6CYRdgAyk1MmnkxKcWDpQ9/0nnsstb3pppvyb5GBnCT6i5EiHWduNqe33ib0pvKVE9EV9eu9v5X39a9/PX3sYx/Lm533Xi//Cwfa5MCxxx6bPvjBD6bTTjst9+M2y+5XlvFuPBmHxspM4FO/+9s6R1ZEpBbZMQknZ9hnDZ5Kj6eDJh6k80wh04bNfzGmi36nnbtC2o4vRncOIrqs7KHX/SW3g9pv1PMF0CuA3qh9Zq7pC6A3V87N4T6ODkCOYUHw+w+o89uyWUAcZ8Z1BhOgjhNEedtzT2N997vfzec4TgA7DgqHy7p+IB4nSX7SAwLlsSmVl2Jsyo/yr3CgcAAHxgboPSlC7ydVAQ0teRKhty1Ab88C6I2x69JP3t7HARE9R9fQQQA64Bg9EwAePWMCCsDnGsCPU2PCii4CBlrGSs/ZLNhEkzzpOpNS/svff8RJs7SWDusl9XHPsBE39Ke6BSjYm1/vf/kCMr/85S/nCMLe6+P8z2FHgxz6cZY9St7q6VDPhVDXhcxT48dm7JafdyESSbuzT5ExG8BKPtGhjwD0jH2yjGzpal3rPCVXB40p6chgtn60QYdYvtlXRdsVQK9/N+hqhB6ZEHKBzGgaIC6AXgH0+o+I5s8WQK95ns4px7pAqWcw6Hw9DeUfgmj29AXQq/Ou/C4cKBzYwIGxAXq/vKXaT+D+ag+9DXvPzJvfy15WbWBTAXpbFkBv3rycIQPAlski+oUjGY4mRxKQZ6NyE0j2vxN1x2l2HtkWQnrXTFoB+eyL5x7323IC2MfId1+ksw+fLSdE8PUD8+Q9bkBPGZMiy4jxG0+6TOoJKAHadrmuAergaYDFXeSrejLGFwJP6+BTAfSa6U11noac7ZdzAfT6caX/OX2TDqNvHMY/OWDyKYBx/6XzHW0Q1/rlyr8KH0v6XiqAXi9HXvzfNUBPO7Il2DBh59i3l90xUx948YmG+1UAvQLoDddT5p+qAHrz5+ECy6EAeguswUp1Cwda4cBYAL3nf169EOPWKpQDoNdQhN4Wu1cvxDis2j+git4qS25b6RtdKqQAepNvjQLoNdsGBdBrlp9yCzC3ROg1z9uFkGPsLy5qPN6+a/IBYGPZMjIhAcyhU0Q9mmRyDcAH1AHa+e3Qn9wvOpzjLKpcGiBeRItLFy/RGMQjZW2uS25Xr16dedyFt9yaZLz22mvTZz7zmXTFFVdkwPed73xnet/73pdfTqm9myCAnolMk5a2ymqTArwOcLvNsn/4wx/msWIlYbzgs63yjWHtFyB+W+Uq53vf+14u20oUuqdNmjSgZ/XOySefnF8mNNfnnqqQ9um53rz53VcAvc2vzcsTFw7MzoGxAXrPfL95QG/5ISlt8VJAjypgVPtmjMcsuv+Mbt9hqM/OkZKiixwogN7kW6UAes22AeejROg1z1OOXQH0muXrQsntwQcfzFHhwIRV1dvWbaNgjPltWWyAdCLHgDv2bwXoRZSdrRpiD3LXgSPuA9AABW0JIb977703v7iJbeG/dDOBQfQXsEPk+j7VG3rbJPaQ+rGFPGebZLsNW0gBV0XCtUlsPlGa9ef2Qq7Pfvaz6Wtf+1reIkSbAX/f+9735i0OtH8TJALQqoM99tgjb43VRJ7D5uGZtbm21t/bpLvuuiuD2/o4oKdNIvMD0DMu2yTb1CjbVhltA3r0needROT89ddfn8fP6aefvnGlzlz4XgC9kbj2eJpOP6yOB0a6qyQuHCgcWNwcAOil6ZVp6ZK9K4XU0Fuw11URehnQq+RNkxF6W1WA3rI9qgZ58aUYDBaz5wx0M3OMcUtBGTX2JzVjT9Ex3BmVzhdaeBwogN7k26wAes22AQegAHrN87QAes3ydCHlxga49dZbc/Qd8AzAB4gTlQfMcd0WESLzRNUB/oA4bAUADBAICOPlT+4h8zjLbIxVFShoT0v3fvOb30yXXnppBkzsZb5ixYqczyBeyWt1Famm7LaBLeAOu4et1Dagh6/ALW3RdqSatnQA9BzIi7c+//nPp1tuuSXbhc5p41/5lV9Jb33rW7ON6Nx8id3JJmV3AgzbpHjuSQB6tl0BhItMjK1Y2nr2ANUn8dxeWooAmW37GABEMspztw1kijq2lc4b3vCGeY2dAuiNMEqmUzUzlQG9B0e4qyQtHCgcWOwcWL++ClOvAL0tmgb0nr29enVfw4DelgdXWN6mgB6D0UuDfvSjH+WmYkQcdthh2VC/8cYbk/3ZGBiUjjdGMrwLLTwOFEBv8m1WAL1m26AAes3yU254WgC95vm6kHIE3ImoA6iY3PPSQZFDa9euzYAeUE/0kKW0JgDrYNf999+fwSegHbAPCAbc4zQD9FauXJmj3UTbceI50ABBwLy+14+kCUBRuW0vPZ0koId3bDCgFqC0TQpgqw7o3XPPPekLX/hCBmPZjkjdfuu3fiudc845Gaxtoo6W21rWDcQ0kdwm6c+TitBjh7PV9HFjq00KQG8SkWqALePfUmP1aJMiIpBca5tEJgKtzz777Hktse40oBco6SAB3zbTC6DXNsdLeYUDC4MDYwH01q+tXohRAXrrTCBsmBmdNzeWVEbRsoM2AfTIWUtfvEmVEWOm/Pbbb8+zgwwaxgUF65p9U0466aT05je/Oc/azrs+Y87As4Vhov7+m4Hzm6E6F93COWHc4o085MnRAHj6zSnhnAybd29+wRL1Vg7DRjnDUMwuer5+5XcJ0MMrxtNsbzYc5rmlwXd5dvlFE1FPxqM+MwnjcVh+6j/qqX/qi10l9QQ+GSfaflieugcw4LstClBAeSGX2ip7lHKCp9o/eGpsdZHqPJ0pqkQ6MgLIRD4WmpkDgJrbbrstA26WyO63335Z/wNYkP4AxNGP8ZQ8c+g7dRAGIGFMAqXcI9Jv3333zW1Rr4G2m00X0F+b6x567DBOf9tAJtuDbNU+DqSdvv3tb6cvfvGLCbhnPB1//PHp3e9+d54INtaaoPJSjLKHXhP9aJg8wn4kq9rWdddcc00Gbu2hpx5zpUYAPUIWqQinBpmFHmVQc1wIC8KDcGBECOWmLBgVIkaGQWzdF4aoemgY53zLZybHSJoQWP0cogLo4WihwoHCgV4OjAfQ+0WF41Uh6JbebgT0GFTDgntmuh3AoBcMrCU7V2Deq6q/1dtuX1hyS+4xti2rMRNPhl900UVZDjvHaLfhMef3E5/4RDbeGW5tLwWoKjwyUc6WqtABogs5HJwNs72eFdFTDjoIeEF/OPAlrvkdIJ48LCvy/PYNwi+RC4xP+soyiQMOOCDrwLgnHEj/ET2kLPrG/Q8//HBW6JbUSBNOkXbB/1j+7N7Io65f1Q9pL89qRpuT1UtdAvQ8h32B7MMjUmO+hMfRTvPNa5z3q2f0t2jLcZY317z1QfXEU321qxT1VFf1HJanJile//rX58mK+lga53MqJ2RBAfSa4XSdp+TpoL4qXQH0huc5Pq6ulrda9ghEoptE04nQ40vpxyauyAf/9WcgIN1GB7EXHHiuXehiPp17+i2tlaYAev3bR5RklwA9tVSnH/zgB3kPRJMihxxySI68DPnW/0lGO1sAvQLojdZj5p6anCLLNntATzQH4W8G54477si/rYFGBncIeIaW/74pAAfnCBPD0Yo9AiiS2KuBUmB8caAoDcJDnhjPmAP0OU8hcBCAicKS/XedQuI0iTzhHEV58nAvRS8dZcNRUy/OnwamoCgZ92y1VTUTtcP9acutHp57ryl3Fg4UDiw6DowF0Jt+NKX191VH9V0t9q+mJ6qjejHP9IYJlNmZCMyrwtantqu+X3hjlN9LvRDD8oVNo77IcPLu6quvTkLA999//2ywAb9+8zd/M8vf8847L8vVc889N88Wz16HyaYg94FFjE9OSch4oJvIAY4HfQH8kgbgFU4K/RJOifsc0kojTzrm8MMPzzpDJAMKEM3+PnQGfjpH7yCbWyN6zjXgonLoHZELgDjn6aW4rp7agP6iq9TTt3yVIS1dp/20m/tOOOGEDCzK23/61T10Hl03LHle+eMjHdskqfMNN9yQPvrRj6bLL7+8yaxLXoUDs3LgxBNPTB/4wAeS7yad0JkKNgaVZdzq/767SGQEO9jYN+7Jka7WNXiKjyEH+/HUM7HpybS22rtfPRbSOe3OX9MP8IweoP/8duA9Cp1Cz6Bok7q+iT7vunZwrU7argB6dY68+JvO7xqgp3b6BvmgvfWR6Acv1nx+vwqgVwC9+fWg4e8ugN4LvLL3EqcBoCccGuDG+RB1AITz31p4wj7Crzk0fgPbQmFwbjg1Xlks4sGeAdJRHPJxXZ6cHkqZ8CdAXCPw5GMzSdEM0jjH6aGU3MdREzlBAIlk0IDuVQaBZN8H9wPzbNrKmbvkkkuys0HZ7LPv7unU01+RVq6ae0jk8N2rpCwcKBxYKByYrl6KMZWql2JMrahkUkPyYbqK0Ft/dwXgVRF60xGV5zt+D8Md4I3lRS+AOFNVVNrS/aq/u79wfkMejG3RYEK/vTrekhhLKC644ILs2AHwyMpPfepTWea+613v2hjhtiGHbn5yQGzcDICjC8LhIPPpDrqJg0LWA9XIeb+lcy895j5Rfq7RRa7jFdDumGOOyfcDptwPuAP02TfI8mQ6yjIZugfRRc7RMaurSStl71NNftFtEYXnt7K0iToA86STLyebLgsHi1Okjq7Ta5ZO+459Duk0OsxMujpo0yOPPDLrz2FaLJw29QEYNknqiUcf/vCH8/KdJvMueRUOzMaBU089Nf3VX/1V8q2ft0UBgjQ9npquv3qSL+zqhVBXzz9TPclTz0SG9oJJTfOu5Dc6B+iYAuj151tXAb3+tW3ubAH0CqDXXG+aOacC6L3An6uuuio7DBw+IJxICE4Ip8NBGFGiiOHEQfK2IzMOHCsOEuPeNZF4Nkzl1Ij2kx/lK0SbsEecHMoZgCjiQQi4e0WUSE+pK58TJi3HjVMFdOTAUequxxt03KcMDhmHS1kcWg6QZ+PkMmr2XrlLOuE1O6c992p3s8b80OWjcKBwoLMcyIDe9N7NvuV2utqrZrpacjv9s+rYsHfJvBkwVUWKLTmgAvReXHIrT9FnoqTIOvvlnHnmmRlg+rd/+7csY2PJ7Sc/+ck8WQLQI0u7TuS/SSZ6wSSP//QAUIyeOfbYY9MVV1yR5T6FThfRJfQAPULPAMnoHmCdb0CeNCaf8AqYRp/J134yJq/oMWWYtJKnOshfRJ/r6sFYpWsOPPDADDhKSw+JMqfTlE1vmVyiK5XjOmCPbgJS0kv0oHr5rR7K8VwAQmXRYaLdnT/qqKPy5uZ+D0P0N33J2ZJ/kyRPgN5f//VfF0CvScaWvIbiACDvQx/6UDrllFPyeB7qpnkmYosaTyjkyzyzHNvtZJy6GvdNj/0mKz0KT8nPAug1yf3m8iqA3mBeFkBvzzwJOphDzV9h+5AXsIm25R/bji3HjjQ53Cax68nUsIHbLFswgbIFdQVm1Fb5bGI2t+f23SZ1ag+966+/Pnd4b0X0OmsdkTGgYQwKzgZnhQEjso6jAWwLJ4ejFY0HDORocWrkw4myjIhhIS8DyzIptGrVqgwWcpyk4xjZ4yEiHJwHMjpc57SGkcLJ4uw4xzFTNw6T/C3HAui5r05lD706N8rvwoHCgeDAWJbcpl9UiuUFQG+kqLyo1Uu/pwB6U9UeeulFQI/su/XWW9M///M/Z/nsTUsmWkx6AIIoG/KQjCbfTz/99HTWWWe9NPMOngGc0Ql0iYkbughAF9F0nssz0S0mmugpOoJzgS+UO3CN3qKX6B56je4AtjE8gG3AOfvp0RneCgxwo1voLefloQxgnOhwhiL9RN8B5Og4dY0lwMqmx+TDqHOP387Lh9GlDvSV/OXlXBgiovBEAfZSgI/DGqjK1O7uw4smCY/x/uMf/3i68sor5521dkHBg3lnOKYM1NOhnl2ua/Cz6zyt13OUulqW/v73vz9HrRqPbRB5QL4gjmJX2x9PyRNjn0yahJMzbHvUeRpyu9+90nHayPlog37pFtu5kDPa1NH7f5TnjXvdE+Mu+nDkT0c5h9/18pyLNHFvvewC6NW5senvrgB6ZEHILWPI0a8tN6393P+VCL0C6M2994x2ZwH0XuAXh4kQX1UBbJwbyt//cEIgzBwigoCRwOnhrHCuLG1ynlOCMJWTw0GxTEga6TlPyuFYWDbL0ZCHcuTvP2COs8bRcZ5DRXkzSjhLHCHOkUgKERvK4rhy9qQF+nF05MXJAvrVqQB6dW6U34UDhQPBgbEBeunuqogqQq8pQC95EQRA78UltwxpUWreWGbLAQYaQw1oZ9N4oMsl1bJNshHY97rXvS4DX1UmnSe6iFFIz9AP9IDIbM8HZLMk1QQT3SUN2c+5xxMOiG86S7oAAU340D30yUEHHZQdF4Ao8FMegD/LaEXG0UUmmoCJ+CeCj1HsP51Dd8kPoOc/ouPoL/mrg2egi+Tjt8h1edFRdKfnc6/IQfqMDvQ86tZLXQL0PKO6futb38q6vbeuo/4PUAZvukz6XvSxrtdVPfVBbdVlwlMAAn4Oy1Ngvkhk3+5tg5Sjrigc4zbKHbUMOqAAeqNyrXvpjVv+joMOcfCt6Cm6gl8WgIxvY90R5zxR/betJuTlXESU89GMOf/pLNfpmSiPznVOf6dflatv1fNVTgH0cKE/TRrQI7O0M/tldbVViP7DbmHHsGF627L/U4x+tgB6BdAbvdfM7Y4C6M3CN4oBzTTYe9PUlYnf8Z9CMLgpA1EO8uy9N6oT90XZ/dLW7x30O/KL7wLoBSfKd+FA4UCdAwsF0Etpl2o3vWoPvRqgV3+OQb8BSeQog30xEYfHczlmo3ra0DH1ewNIAIKYJPKiDMYuIC7yr+uaenlxPr7r+dbPuadej37/e9PXy+kSoFevVxO/Oad4AzDtMqmnSUZOUZfrqg9yvPHU+O8qqSdjfCHwtAB6zfeiOk+BQvprP5JOP9mcIvSMW/u7mpSz3YOIcnuem2g67rjjMihDbwFs6HbgGx76HXwMeUWv2I8WqGPMmSAz5qymoleAO/Lhp/HXBGmYdDKBJoBCOSbPTDTx4aQF8jmQ8uQzk0x03UsY+YHybpP0H8/rOaLObZUP0AOkCWyxTUebFJM6Vh7YguXiiy/OoPDRRx+d3vve9+Y9SI2pcZC+pK8CD63ka5OMAc+urcO2a6t8k7ZsSH2cDdkmBdhOdoQMaKt8sops8cZkY61NmiSgRyabALH9B3k7V5qqhHS7i4XnWFNKhgFskOlwk6AC6E2C66XMwoHuc2D9umrGuXopxhZL9q4U0nD7k83+VA9X77W9qzqql2I0FKEXgF61q2iVZzvLzGZ/zsWXghEoio+RwPnoChVAb/ItEQ5yAfSaaYsC6DXDx3oueMrO5lQBWDh3XXUVCqBXb7lNf2s7QAxADyhi9RNATHuaaAJYAPG0NbBNFLr/nEsgRgB3wBR8Bt7xxexdLlrPOXkB8KRxDpAnb/ujuiZvUevKBkwB8mznoW+JareqC3Ageo++VOYgUjcrtYAc8myTPCv/E1/woE3Cb9Hs+AZIbZP0EXbDZz/72fT5z39+4/6+9Niv/dqvJfsp61sztdtc6wvMAwjbPiRW8c01r1Hv0089u7ZuG9ADmuO5Pi7ytU0yLrUlG7ZtQM9KF2WbHGgb0AtcaRK6jow2tq2KInvnSgsG0JvrAzZ5H0Dv+ekfpvXTDzaZbcmrcKBwYIFzYHp99bKdCtBbtrQ5QG86PVzJmrszoDfdEKC3pFpyu2Rqvwp8LIDeAu9yc6p+AfTmxLZGbyqAXqPszA4AIIAD0HWQtA4+cZi6CpJxqgqg12w/nURuAD0Ank32ARTAgZhoUp/Ye1U6QFEsn+VUan+RV6LCbOfgv/FlWw7AnjT6sCgq0USrqm0e3O+t66K3Lqm26VCWaDyRRgA96fUtdTEWvvGNb6RLL700AwfuUw5gbxApX9m2YQIitUkxdoEcbQN6AFNbWAEy245U89za9/zzz09f/epXM+CL79rQi4Xe/va357aXrmkC5umjwDxbYrVJwLwA9NoGtoC3wGt9fFzRj4N4CbQOQK9t/QSsR2SJerRJ7AfPS0a1TWQ00PqNb3xjBvbmWn4B9Ebg3PrpCtBbX+1fVAC9EbhWkhYOLH4OAPSWTu2dlm2xdwWYNROht3764UrW3FOBej+vQL1m9gVbMrVz2mKq2jNqqgB6i79XvvQJC6D3Up60faYAes1ynPNRAL3meVoAvWZ5OoncAHXAvNUv7HsGhBFtBCQAEgEqAGkAG5HkrnGkHcYUAElaYArAhuNpb3P/AYAAOw6w+wFx8hTpZ19KLz2M/AAyHFaRZvIDSulfgAvLcTnS0d9m4hP9FRF6nP42yfPji2dqG9DDN0CqKJ62gUygFiD1wgsvzFF6EVEJVH3rW9+azj333NwXyOGmCYgpahQoDFhuk4yVAPS0eZskctW+yPr4fCK25lLnSUboWdKvH3lPwiQi9ALQaxvItNSY3DzjjDPmFZFZAL0RenwB9EZgVklaOLAZcWBcgN5zFaC3bv3aipPNGBRLpnZKy5bsW4GPBdDbjLrnxkctgN5GVkzsRwH0mmV9AfSa5afc8DQAFqDQJJYhDftUgBbONwK0DIqmkQ5IBVCK9MOWsVDTaTcADOCN7PcfD4BvnFbnEKAKSAdEwB9AhuWOeClqztI/wJ0XGAGWvPQJyCIP98gH4KLfAJ/0GdGA7hVl5QVUSJ9yr/O9Dru2E+EHPBpEygEUAh+94LBN0n/UGbjTdhTPpF+KoV0Bw//1X/+VX6CmHx122GEZ0LMX40xRlfNpI9GfQD0gJkC4TTImjANt3Tagh9dAcn18c9pD73vf+16WIfb67JUP4257cpE8m4Suu+aaa7K8PPnkk7N8nuuzLgpAj9KhDAjcQNQxhNImiFw3IB2ux/l+TAtjwH2OOhVAr86N8rtwoHAgODBOQO/5BgG9pVWE3rIl+xRALxpugt+cFzqLMUzvMCToHIaM84hjFLqL3mJ09Oql+iMwPhkl0kYe9escIobisAaquqmP+9SvKeJgOkLfNpEv3gQfm8hvXHmoJ2chgJJxlTPffKMv4mnbDuwodVdPQEEvT9l6QArOv99dIGPS2EQxVrtQr946BE+N/ein5EoXqc7TAuht2kLGLtmNL6FHjAUHvgHPLO3TzoA86Y0jZD88/0UIicZyP3AFgEeG0Q3SykP+8ZZbek2ZgAj3yl9e9IcyRKIYr70kjwLo9XJlw/9JA3raWTuKpgSy6RcANlGa+sK4qAB6BdAbV9/qzVc/LoBeL1cm8J9CMfApHaHdflNYMWPkOkXBkaFkhC1rOEZLOD3+U1jSOE85heEVj1QAveBE+S4cKByoc2AcgN666UfSc+vuqfbtXFvJq2Yi9JYu2SltWUXobbFkt6r63XBy63zcnH57sxW9c8QRR2SHSCQFo8JsdDipliRZxsSpptvsQxRgHP1EVzGuHf4zuGPvFTqsl7oC6Nlg22y/+jRFeIafji6Teka7LYS6LlSesgff+c53pnPOOSfbhl3oEzGu1aUAes20SJ2nBdBrhqfjyIUcIfcGUQH0BnEm5ZeJsA/4tGyANokvDdDTPjG+tONMbdlU/QqgVwC9pvrSbPkUQG82DrV0nYNz1VVX5dkfa6+90ckMkL0hOEKEkFkl32YVNBwniaDymzPkmnweeOCBbPzJx2ySUHGzI5TR8q3XpR13eShttfyxlp6sFFM4UDiwEDgwFkBvfbV05fl70oY8LfQAAEAASURBVHNVhF5Te+htsaSaHV+6T9pi6W7VizEKoDfJvmUvIkY6XWMZpv8mnABxIhr8tnwJ6OW6fYdEUljCRB+JdODM0m0mrUxU2eNI5Nspp5ySVqxYkc/TYSaq6LuIuBv2uZULKJR/k1FaH/nIR9LHP/7xXK9h61LSFQ6MwgHj50//9E/T7//+77e+D9Ggegb4ZPyyN9meXSTOOllj7Bv3XQYfg6f4GIBDP556Jn5ByLR+acq5yXFA25UIvf7870KEnvZxtEkF0CuAXlv9rQB6bXF6iHKAeBwfIBywjvLm2HhDjoay9IKyMMMhHaeIk0LBx5InxouwcDMg9gfgWP33f/93+p//+Z8syA46eEV68zkHplcdsNMQNSpJCgcKBzYXDkxPL9/wUoylKxp7KcbzFaD39HM/qqL0mgT0dkrLl+1TvY23AHqT7psmmy6++OKN+oneooPoJhNL9JLDsiXnROgB5Sx7YljHZJTncK99iUTn0WunnXZaBvS8EfArX/lKuvHGG7NufN3rXpfBPtFLw5Dy6FLgAxCiKfrwhz+c/v7v/z7r5KbyLPkUDtQ5YKntX/zFX6T3ve99edlt/dokfwOgjKUmx9M4nkc9jX317CrwGM+trmimenoOz0PGkmuFusWBAugNbo9JAHoxXoyVeoTe4Fo2f6UAegXQa75X9c+xAHr9+TKRs8A6bwoR8WBDRdEK3hRz//33Z4NEdAMgz3kKnVPEaTKLK71zIhnMRIpsWFW9XYYz5a0rt912WzYUXvbybdOBhyxLu+3enGMzEWaVQgsHCgca5cDYAL1nVzcL6C0F6FWvhC+AXqPtP9fMLLv1Fjdkqa2ociDcXXfdlXWRaBKTUAA9Osxv1/2ns0w60VcRiU4P0ltHH310juDjCNBhDGMRN/vtt19Oz0AfhtzDoDfRBdRriv7u7/4uffSjHy0Rek0xtOTzEg4A9D7wgQ+kP/iDP8h23ksSTOAEQMl4CpDMdxepDnwZ98CWLtc1ALrZJh7ITI5bpO8i7+dbJ6CmA8gZ4LH/2jSAz1HLwFf3O4LH8vJfv3BE/n5Lg+p1iPsHlV0AvUGcaXfJrb7CnjA5qM3YGAJltKk2apMKoFcAvbb6WwH02uL0kOV4QwpA75BDDsmCSHQeRwSQJ8pB5AJHhsIRmRdvXtp///2zgo/lTSIhvNWJEKtT2UOvzo3yu3CgcCA4MI4lt8+tE6G3Oj37fHNvud2i2kNv6y0rQG+LEqEXbTfJb2CeN1xZEnvMMcdkQ5oOCzLBZBKKrooNxhnVjGx6DeAWgJ60zrl++OGHZ4Aw8olv15UVDlecH/QNHFSG++jSpuhf/uVf0n/8x3/kfJvKk/OB6PcuUzi26rkQ6rpQeBptHjw1Rn77t387ve1tb8vjJa5P8hvAAVRCXV7Gqo+ykY19zr2xH3ydJP/6lV3nKdkHkOhH0nHa2PXRBv3SLfRz/B56xaokusMkj9VKAG7bNPSSdq3LzpBPkU7byw/v6AO/+VIB9PhNp+CrMmwXwZdCdJbz+pDJKfcMIm2nrvIbRPRQecvt+PbQM3bYGrfeemueVNQObAkThNpxWLthUPuNer4AegXQG7XPzDV9AfTmyrkx3UeJUAaUCMHjteuUESVEGFEYjBTKh9JjrIjQs/yIEnPdNYqfMqSA6lQAvTo3yu/CgcKB4MC4AL1fVhF6AL2m9tBbVkXobVMBelsWQC+abqLfnHoRdAzpAw88MOufe+65J3/TT3QQHWWfPHqMY8Tgpq8YIBwkTpt8wtgWfS7ab5999nnJs3UF0LNFBqdBvZuimKyjx7tM6glQ8OwLoa76ZvStrvIVT0Vd4Wfw1PixdcpBBx2Ubb0u1L0OPmn/roJk5EsB9LrQY0avg8CGSy65JIMwJ554Yl5hZPXSkUcemccDn8hYMWboEz5T+DquaXe6RhrjHqhy+eWXp1XVqiV7kF977bXZr9p3332zbgLwxZYQJpfoLyuj5CE4wsHfsiWE/WLrpHyHceAQFeb/IKK/Yq9Z0eZtkrFLpuBJk3prmGfAv9WrV2de4vG4iP/7zW9+M3lpFT5rj1e/+tXpz/7sz9IJJ5yQ+8S4yu6Xr37Ej4/VC/3SjOtc6BRt3bb+u+OOO7LNF2NsXM/YL1/jn/wnCwZNjvS7r4lztoZR9sEHH9y6zp4koEemsvPtfU1uzpWmKiHa7ensuT7ZGO4rgN4YmFqyLBxYBBwYB6D3bBWh92QF6D3z/ENV2NGGJSzzZRVAb9utVqWttti1vBRjvswc0/3h3DBsHL3EyBp0TdpQ6f3u7Qqg1/tMTfznlOLNTA5hE+XMNw/15BhypLtcV/2HcY+njPuuknoyxhcCTwug13wvqvMUmDvICZVOPzG5v5gj9ER8f+c738mrjERW2TLozjvvTEcddVSO0BP4gA8CH0wOAW1s9WCMOwQzAFBMFonss/3Dddddt3Ff8TVr1uStH2z/AAAix6QVmYds82AsAvACFHDOqifgep3UDXCkzeTBme2nt+IedQUYqvs4ga0or/6t/wB5gDsxaVC/Ps7f9sj1BnsRlnvsscfYisJbb5+/7LLLNu5vq6+84x3vyG8M1zfaJGCxPmq7EROXbRIZoc21d9uAHvCWrWY//2H3O26KN/q4MTiTLG2qrN58vNRN2cB69WiTyCw0iYk2k/pk8Nlnnz2v/X4LoDdCjymA3gjMKkkLBzYjDowL0HviGYCet2w3A+htuUUVkTwDoAcMCuMl9hmi2J1zjbKNmcvNqHkXzaMWQG/yTVkAvWbbgEwqgF7zPC0Res3ytK3cAHoim+hsS2ABbqK2AXAAMdHedDhwBgjnG5AGnONUAhAAKM5Z3gpMsg0EgE4eosWQ9GwE94vCE0nlv/EYS245yQBU9/QD9L71rW+lSy+9NAN6ygYkzhSh4lmAHcA/adukAI6Bj20DepYix57v2mZc9MMf/jB96UtfygCuvoLIVi/TsnWBCM02SeSnvqN/tQ0m6suOSQBbQHN9/ZWvfOXEAL1JAFsmHsgPsmISgB4fp+3oW+OJnAXUv/GNb5xXPy+A3gjSCaD33Po70rr1Px3hrpK0cKBwYLFzYHp6q7TF1Ipqb7q9G3vLrQi9x5/+cXq6itBrDtDbKW2/1cq0XITe1KZv+qPMGO8Mc0Ycw9E5BrSZUkTJWsrZtmG32PtPW89XAL22OD24nALoDebNXK4UQG8uXJv5HjwtgN7MPOrqVYAe0I4uB4bQ1cAZ4ASQz7e2pcuBBpb1+QbuiXoDwln+hTiaoussAZSPJbMAN3lwvoEdosbYC8rQbwB48gf4sR2Ab0AwYOCrXvWqnJYMBJABbERgsTPUR74zEf1VltyOb8kt0PDLX/5y+uIXv5gjArUnoOEP//APM6A3E9g6U7vN9Rpgmu0J2AL4tkki9PTHmNBus+xJLrk1/o3NiK5t87knueSWzEKemzxqkyy5Nfly6qmnzjihMVudCqA3G4dq1zOgt+6O9Px0AfRqbCk/Cwc2ew6I0NtiSWUMNwjoPfP8oxWgt7oC9JqN0NsBoLdsU0CPwc2g99ZVe/DYw+KMM87ITsEFF1yQ99Fh5DPonD/iiCM2+zZfiAwogN7kW60Aes22QQH0muWn3Aqg1zxP28rR8i0AnTYEqJmY46A7OKr0PNAN0EYfAEsAcgA694mEMmlnWau0wEF7nvoP1BPtB+SQh0MaS3MtiVQWEEaEXgAizpskBPAB/ywjlD85WCd5lpdi1Dny4m+gqihJoCj+jYu0gSXWQD3LtoGsp59+enr729+ey43VG+Mqvzff8lKM8lKM3j4xrv9kIPk4CUDPJAx5fPLJJ2dZPNdnLIDeCJwrgN4IzCpJCwc2Iw6MC9B79KkqQu+5h9L6hpbcLq+W3O6w9aq09bJdNonQs5eXWaL//u//zks7Xv/616df+ZVfSXfffXfeJJmh7u3hZpE4ADGDvxk18aJ41MUE6DG+HMBoxEH0u8v70kU9zYJznrtc1wB18JSR21WKepphb5Kn8gWC+G6K5Bf7t01iSdOwzxE81U/10Uk4OcPWtc5TgETIg977peO0AaGiDXrTLIb/ADg88Lyi5jyr39rUeTrAObzw37jxX0SftnbesltgTpBrwWe/ATsm9/QPZTjIX/cpHzCHnHMo09gU8RRgYm80XgH0gtsv/W4L0FOydhA1CaTV5iL0RMfpK661SQXQK4BeW/2tAHpj5DThT2lgMqFCIVAA/g9DhE89D/eEQpGH3wwqyoYy858yo8Sc61U27i+AHi4UKhwoHOjlwFgAveceS489fV966rlHKuBiA2ixfvr56vfw++lVLmkG7qamluQqb7XF9hWgt2cF6O38EkAPeGcPFTO0q6o32p111lnp6quvzm+4MzPMsLM8B7BXAL0XewA9IkqBHjHLRl/FPkP41E+XvHj3pr8YzCIZwrHi/HCWOEkcL//pRQ4TB015yvWfjnROJIV0fveSNPIfdqY9nDb3dQ3UwRcbhVu2hW+cSwDfJPZA6eXzTP/Vk52Bn12uq/6jnpNw5GbiX79r6unAzyZ4aszat8m+YcZSUxSgiPzUU3/tIml78qYAel1sncVZJzK8ROj1b9s2Ab3eGpCFZKv2cbRJBdArgF5b/a0AemPktLedmCGwZwNGC/kWum0pGAMznJX4HYZROE8crB//+MfZyREmLp2wbw4K59S6fE6X8GVOF8HBMfBbOLiw88gr8p6efiI9aw+9suR2jC1fsi4cWHgcGAeg9+zzT1RvuV2bnn3+yYohG6KRnn2+2sdz3YbNiofh0pIlW1ZvtN02La2+0RZLl6dttty12kNvh0qGbrpfDZDHso5vf/vbWf6deeaZSSj4xRdfvPGNdUC/c845J73pTW/aKB+HqcdiTkOv4JnoBHtgANi++tWvZr11RrU82QQRHeK8b0AOx97BQA6DGY/oIPsWydOsOACVHqOf6CZv/zL5ZI8V+dGHHG//3asNvUnQkmjlBoUOA8wBB4cF9IAZjPkuAnqrq+Vk//Iv/5IuuuiiHF3CJojnjOfu4nfYLgulrgulntq6qbqyE21Q/Qd/8Adp//33b6wbFUCvMVZuzKjOU/KUrd+PpONLkGlkZ6FucUDbFUCvf5sUQG/P1vdtZvewzUy8DGsv9W+90c+aWDfxas9Jdl+bxJ5ko7BTB8nScdXHdj/KPvTQQ/Nk0rjK6ZdvAfT6caWhc1dccUW6+eab0wknnJAb9pJLLsmvTT/88MOz0NfpGG9m6SlnHc9hVpVjxSEiBCkI0Q6O6JzOSUexGzTOM+A4UDqxhjUz61s+wD9lbbPtdNp5t0fT8m2eaOgpSzaFA4UDi4ID1R56SxveQ+/p5x5ND/+ympR4trk99JYv2zHtvM3KCtTbdMlttME999yTvHnOXjdnVGBUgFAiwRjc/+///b8MFP3e7/1e64ZG1LFr38A2oCegzX4zdAgeWpp83HHHZYMQ7/BUGjolIvnoHxF10tJBrpmMYkSa0KJ3pDHB5D+9x9Bk5HFQTUrRcya7jj322JzWHkfyi83QI09tSTcqJ0Cl2XhZj2BvIvJptvJGua6vfuITn8j7/eBZocKBpjjANvzVX/3V9P73vz+D5k3la8zGRDGZ0BQA2VT9Ih/yQXQemWHcO7pa1zpPOd5h58ezxHc8U8i0OF++u8GBAugNbocmAD3j12EcDKv/1SgmHLWPo00qEXoF0GurvxVAb4ycvu666/Lm7KINKGlvNjrwwAMzMGeZDeeI4iZsXNcYhJToOkvCCC4OkOiGUBQ2a+XMiDaQr+iHG264ITtEgELRD2FsMWQYCt72Y18pZRx8yN7pnLccmvY/cJcxPnnJunCgcGDBcWB6+QtvuV3R2Ftun6oAvV88WQF6z/wirU/DL7OdiXdbvwDobbvVLlU9N43Qc18d0ANOAYdMgJCV5Ou//du/ZTDq3HPPzfvpzVTW5nKN0Smqjq4RMWeSyQbjor/pHqAbfWQfQvsPiZAzoUQP2ZOQgyktHkvnOn0nrXQRfUd3rVy5Mus9YB0yk8vZFkUU0Xp0Fd3lEHFJh5n5BOaJrNSuAMVhSB5IvRxdIkvDAcyf//zn8ybsXapbqcvC5gBA7x3veEf68z//8zyR3OTTkKNdG0v9nk89jX92dtfrq65opnoG0Me2Dzu/33Mv5HOeMeS/Z8QPOkg7zuWZ3R98c7+86vnjlf/4Xy/PfVGm+yOP6FP96hJ+mkmvQURn0rX0puilNsnzALk9b9uTW/MF9IK3bLmYEGR3xLiZiY/ayj3ycLRJBdArgF5b/a0AemPkNAdkzZo1G8MuvTVJBB1nx4adHB3C1b5OZuc5O6ISGGKcFek5O6IlRC+4D3GuAH0APaCgMigJDhKHi7AWBSEiQv6u33vvvVkx7rDj0vSKPZ9K224/WOGMkSUl68KBwoGOcmB6utpYemrv6i23DQJ6z1Zvj3tyTXqiAvRG2TdvJhYB9Hbdbu80CNBbXS1jvOyyy7LBfMoppyRvzDO5Qs4yygFVACHLcYcxBmeqy2K5xui0FNlEE/3D+GWAx1sC6RS6xH+/6S6Gsd9AOOnpHICbaDx6y+QT8A7RQRwYkeKMDnnJg4MhHf1F95nw4kjRdSL4HPJzv/pwZN3nfD+Hql97KE9aEe5tG/P96lM/B3z+x3/8xzzhxgaI/ogHXaaopzoulLoulHo2xVPj2NYCf/zHf5xtxab6k7Y3nvCTPO0qX9WTXKpH6DXFg6bzCZ7Kl0ydiadkJ5nmuRYj8W9MwvFt+Evk/wMPPJBlPv+ml/RB/HP4Taf4HUTu0zv4xieKN9gaHxFUoUx9hZ8FjONf0RUAI2mASPFSDbyXji7s1UHukbYAesH9F7/nA+gBH002emst+027nHjiiemYY47J7fBiKf1/aSftq33atgEKoFcAvf69svmzZBPdATOaSYc0X3LKWxvBrRbtW24JHsqEMgLWcXgoFQqHkqJQMB0TCCxODUVAie25557ZuZIHJ8k5aRzyJJwIKY6P+wk4SklDuiY9B0l5dSovxahzo/wuHCgcCA6MYw+9X1aA3ton1qQnn3m4sbfcbrMlQG9F2m5AhB7DUeQTmShimcwUxXzbbbdlY1skM6UDYCq0gQMcKEAoXvkGmtFZjF/6CuEnXYS/rvkdjhJdFEtk8f7666/PekjUHR3HyQkdFXqPrqOrOEZ0mjR+04PuARQCYXvJdfqT4zsMqSs96D76sUvEubzwwgvzS1vocnz07BzTLpN6hgPd5bqGo4+XXa9nABHq2URdGfcnnXRSestb3pKjZ5vqT+oZYBJ5ob92kbR92NzkyyScnGH5UucpmTuo/aXTrmRotMGwZSyUdCbgLqm2JyL/6Wk+kO2L6G3bP2hLRHdoU3qEjEd+x8QS/tARZOxVV12VAx6sfLryyiuz3hJNHsEU9Jj8RJnbx9XEFn1Fb4QvBuQDCJpMYlfQd+6hV0S0I2PB75n0jPSi1yOffGNLH/qPOutfxm6bxD8FyrEtbAc1CgHFROnTlWwVdbeVle0EbNMx21igr6I/tA3o6X/6l/7CL2+TtLU298zD2ktN1c+4ZacZZ/p6m2Tcem7jcJAsHVd9brzxxmwbkV/q0SaRfWgSuk7QhHY+7bTTNsrjuTz7VCVEO2lR6MwoHJcwLlXXbLzBRmn4JmwIPGnN/jgvQk8kn4GIURQ5o1+jmTUyY6QMSoZCk16+lH1E5/UytAB6vRwp/wsHCgdwYGyA3uP3pscbjNAD6O0G0Fvef8ntoNZkBJLBsxl/g+5fzOfpEfqDLmKAAuvoEYYBfgHx/KabEB1EJ5ms4uiYVOL4uMf9q18AB4Gmoio4MfKnw0SSMzClY2ivWLEiGz6MduUwwET2MfoZZb0kL/Ud1kDtMqDH+RM9z+DHEwYg+6BtZ6uXx7P9V099RZ/ocl2Nd/XUp9p25GbjYf161LNJnhpbXp5mfBmXTZExGTJU23fU/M6ynpzSVwug11Trjz8fk29eZKXvvvrVr86AnnPAPLoD4GY80zkmgbQtHcN38pvOoTv4SPSJKGj3AxboFRN7+u+qVaty3+VjyVde5LFv/dp1+ek/AD73yIM+4V8ZU8atySsvPDQOTEjRnc4PIvWkH0NnDko3jvOTBLbwlb2gfUYFtoAkn/vc59Ktt966UY6zJX7jN34jT1gEoDuIZ57bMQk9oH/ph/qzPtkm6bOeexKAHrvGeAq7sM3nNmaNQeNYm7dJtpdR9qpKftDnbZLnRpPQy7YRMEHyhje8IcvHuT53ZwG9uT7QOO8rgN44uVvyLhxYuBwYB6D35DOPpbWPr6kAvSYj9HZIu2+/d9p++c5999BbuC3Q7ZpzWPo5KuHQ97tWf6LedP3y601Tvz9+LyZAL54pvk3kMUA5kl2miF4JJ7qrddUngTp4CnzsKqknB5VB3nWeFkCv+V5U5ynne5ATKp1+AkwKULX52kw2R+AbAE3wgmguvADKcZCNYeCIyRw88A0owQvpgQfAHfcBzGz9YMIJuABEkof7ObwmhTjcAA9AnwAJoBNAzjVlkcPAO0CUsuRvIiu+tcclVTShqD/1jJVRgwAm+s34ti+s+gHb2yRyBq/UddgJsSbq57nx1yQeUAuAOgp5ueT555+fAHshx42Dd77znentb3975uVM+WmnAPTafG51MlkXgF5MiM5U1yaveeYA9AbJlCbLq+clGjMAPX29TTKu9fVJAFuib5XtXQgBsLX17Moz1jx32wRsN7Hy+te/vgB6bTF//XSlqNb9MD2//qdtFVnKKRwoHFgIHMh76FXRUsv2buylGAC9nz1WReg9XUVeTTczU7btVjukl22/Im2/dQH0FkK3arqOBdBrmqOj51cAvdF5NtMdHIAC6M3EodGv4WmJ0Budb5O+A6AnmtshugnYBmgjc7QpwDMiX/wWNRcR4NICrIBunFvRMpZo2gYCmHLooYfm89IAHDi+0gGZgHfAIuPQAQS6/fbbc7nOK19ZrkkPpACWAKocyH91jImpfrxU1/JSjL37sWbgOW31hS98IV1wwQWbREv+yZ/8SX5JVvSHQRloF2n0F0ebVPbQK3votdXfyCayh7yaSQaNoz6iqsnERbuH3jiYNt88AXpPP3dHAfTmy8hyf+HAIuOAl2IsW7IiLV9WvRRjyfJGng6g99NH702PPdVchB5A7+U7rkg7FECvkTZaaJkUQG/yLVYAvWbboAB6zfJTbgXQa56nbeQowkWEHEDNi5rsPaYtAW9AGQCd/yLpOK2WeYnWA965D9gGeBNZJ2qPvhA9AtxdVUXoidaLlxCK7hNFJAKPM2wPPUBibAchmks0me2QRFlxWEXfib4RXSfPOgGLgI+i8AZRAfR2H3lPT8Dr6mqZ8je+8Y38gjNLm88666zkpWfaeTYqgN5zrUZkag/RscajNzkD2Nsk45KMAGy1HZnoZajKjsmDNp+7AHptcrsDZa1bXwF6z9+RnltXIvQ60BylCoUD3eFABehtubR5QO/BR5oH9F6xUwH0utNx2q1JAfTa5Xe/0gqg148rcz/HAWCMAy3Kktu587F+J56WCL06RxbGb/2fE679/Abi+R0HAA6QZ6w457qIO3pBlJ3/QDffQa4h90Q6v405IJw8gT6AQf8Bgb7lKy+/1UV5gEbn3Ot3naQrgF6dIy/+BohaagxEBZyOSsBVvHVoK8AtPTQMFUCvAHrD9JMm0hRA7+QsG+fKy7KH3gicK4DeCMwqSQsHNicOjAHQe+Lpx9KDj9zXaITediL0dtor7bhNWXK7OXXPeNYuAnocTM6cYz4zwjHD2vU99NQTWMIRNgveVeKAq6c2WQj1BDJoe84rQKIXMOgCn9UJ0IEmsUfRsDyItg+eTmIZ0rB1rfN0JhkinbG3mPfQG5ZnXUxXAL3BrTJfQG9wzrNfKYBeAfRm7yXNpCiA3iIB9BiNjDHfjEhGfswY+T8sRT4MEr/NDDGg5MGAco5S920mCZkxIrSQtIMMwQLoZRaVj8KBwoFeDowJ0Hvg4fvSo9WS23XT63pLnNN/gN4eO++VdiqA3pz45yaAgX1/fFtGRGdYVkRvWB4RuqReAH1GJ/Wj0HURUSFfyy1Q7DXkf5QHrFA+QIjDbQkN3ab82d4S2EVAj563z49lX7GfUj8+zXYOXwIcnC3tJK9rM30GSMKJ7Srpr+q5EHiq7aOulhkedNBB+Y2QXeOtMaqeqAB6zbROnacF0GuGp5PIpQB6g7leAL09R34ZyGBuDneFTmHLkdNsrzapLLndsF9nmzyPCeFJTF4tuj30ODN33nln3p9hv/32y4NodbXu3xuRvEYdGVyAOAdjk6EZyty3/97KJDTZLBxHwf4O3h7C0XINiGePCN/KM2iFMAs/ZmgJaXZvkMZ1oKklT6V1U6vT+rQ2LpfvwoHCgcKBlMYA6D1eRejd/4ufpEd+2Rygt/3yHdIrd94z7bTtzmnp1IZJjNJ8o3HAHkJXXHFF3hfopJNOysDB//3f/2W9ccYZZ2yckArHPfSH/5wWussEU1ynpxhw9BZdB6izFxLg5+ijj876h66Sz4EHHph1mTfX/fSnP8174BxxxBFZzwHzjjvuuHxfPBFd6b4ol3Hqv/PDUCy/Gmc0GTD0S1/6Uvr0pz+d930apl4lTeFAPw6w484555z0/ve/P4N6/dJM8lzYq+qwEAA99jF54WBfd5HqPB0G0CPTQvZ28Xk21zoVQG9wyw8D6BmfATwZE44miN9NDmgfR5tUXopR9tBrq78VQK9BTgPYrrvuurRmzZp0yCGHZDCOUwN8A+oxfijiMC4oZMJLIwDhODPyuOWWW/JMP5AuDBB5APY4MSIA7B9AQLrfprDydk0eq6qNX3faaaeNT8bR4ky5vsuu1cav+06lHXZqV6htrEz5UThQONBNDmRAb+/qpRh7VYZUMy/FeOypx9J9D1eA3pPVSzGGBGBmY872W2+f9qwAvZ0BeksKoDcbv/pdt/H3JZdckjcYP/7447Nz6D8w7sgjj8z71DB8Rc4xhr1t0DewwcQVQ5tO22233bKOopuuv/76POFkMgvgp73pJhNRliF4yyC9JJLNdbrLOfnSgXSUtABGQGCQutJhNkMHIqqjCa5hHdoAHuldenIcBNDzFr7zzjsvv1FxHGWUPDcPDhhjb3nLW9IHPvCBdPDBB3fuoY19Yzac77BRu1ZRMoYTT04Y9+RZl+uKp4jcHKQr45nIy0jfNb7PVB/81xZkv2fRl7TPbMANfrg37nG/fOKcPGbTB9JGevmMQtEm6jlTXfWxsodef87OBuhpG1H87AM8Zgt44YW+Pmp79dbAWCmAXonQ6+0X4/hfltwukiW3wDhLbryZiRPBMBNRR/EQKIQ9wI1yILAIGN+EFvAOqOc16ffdVy1RqyIo/JeGIJTG/YScaIgwUlyzpEm+rhN+q14A9EII/u///m9+OxAluN+r9kinv3bftHKf7cfRl0uehQOFAwuVAwC9LV4A9KYaBPSqCL2Hqwi9QU7KqOwC6O1VLbndedudCqA3KvNeSA8kM/kkQg44Rj+ZfKKH6Kuf//znefKJfjIJBcSjz6QLgAyg521/lsDedNNNeclu6Cj6iWNDV9FddKO3AgLwgHMAO3k6T38p13l6rBfQ81ZCOsybCkWen3baaQkIWY9Cn4kN6uw56L+m+mBvefT85z73ufTJT34yA5O918v/woFhOWC8ve1tb0sf/OAH85vyhr2vzXTGExrXeGrqWYx9drB6dr2uw/A0ACl+gWdbaES33HXXXflNsvq5w1tkyf14Ns8UbRVtR8fQFdLRFyZ3TCK5B5lYMnmEJ+51H366Hvma0KGT6DG6I+6Vtp4ufrs/2kTZJm2UXw+WUHak95uOAUrRbYPIs3z/+9/P+XgDaJvkeejeAETbLHs2QA9/r7rqqhzpzn4QxHLmmWemww47LPeT+dRVvyiAXgH05tOHhr23AHqLBNAjqM0uWHZEOHGUKBfKJ5SITkGBcGwILQeQzkG5WYbEmRKFJ83KlSvzb4qQc0SZuSY/6Qlm5YqgIKgpG/uvUHDAPQKcIFUfimfLrdalbXZYm7bY8rFh+2dJVzhQOLA5cGAMS25F6N0L0HvykUoWNmNQbL/1DmnFLiL0CqA3124J0BMJDoiiV+gSk0gve9nLsr7gwADsYo87+gmQJ63ocHqIU+Q3x0pe9BJdRO8xxkX3maByD6DPBJV87r///nzNdflHZJ46uX7sscfmsugvRrj76TB1os+cpzfp0WGIrpSek0WPjoPo1wsuuCD9+7//e7rnnnvmXEQ8E13dZYp6qmOX67oQ66m/vvGNb0zvfe978/L0rvUDPDWetDv7s6vtr55sYnU17gE6XaXgqfqRlYN4Kl0EC3iuhUbALnKSvKQj6A+TQqFb9H1EjwBhPCMd8bOf/WzjPXyi7373uxtBMWn5PUcddVRub+nlp+3xUrvTGfQL2WzyKHRbAFzhXwUgGDqRPqKD6Cy6zKTUAQccsAnbPQvdqc3cb0wodxCpn8kzeeNBmxTA1iQAPXziH/NNYwuqeHa8swXIP/zDP6Qbbrghn2ZjvPnNb06/8zu/kyLqP9KP+h3PrV1maptR8x0mPftI/wU4s6/apAD+9W9t3iax69hsYQu2WbbxT1ZO4rlNbivbHrhkUJtEzhlLZN4gHTKu+lihQw6feuqpQ0+296tLZ95ySwkA4zgfFBeBhDA3FEUw3EyPRudQuWaWinIj7M0iUSBhjPhP+OukBgjHidPEQSEknQ8Di3IziAlMwqO3Q5WXYvTrQuVc4UDhwDj20HvsqcfTmod+kn5RLbldV01uNEE7AvR23TPtkgG9ZvZYaaJeCykPOkREHH3DGaGXGHwUsm86B2BHf9BPHB86yHn3MhY4N5wrOsmklSP2xJOWMUUP0kOht+RDL9JZ9CSiNxn5/stbegAjR6+fAUzHyXdYA1VensN943LqPZ+Ix8suuywb73PtC3iNhn22uZYz3/vYG9pSPbtcVzYWnuqvC6GeeKq+9pR87Wtfm53A+bZV0/erY4BJxnjbjsOwz6PtyRljn4yZhJMzbF3rPAU4RIRa7/3SkdVkc7RBb5ou/6c/Lrroouz72FuVLjAugR6u8YH0KX6NgAY+DrntG1+AdgACgB5dI8KNz0UfAOnIYT6Vdif35aXtTR7Jw3ZIHG3X3Y+X6kAPSoun6iM/aUSHAWLsgyZCnL5zf52uvPLKXB/3iUZ38MEGkXoAtviA6twmRT/Tv9oGtrSvdmZj9Op1dfniF7+YvvzlL2fe44m67r///uk3f/M38yRf6Ma58Ete7vfcbesBwTb6MxtH/26TQk/PJFPGVR8rK4wrAUb6epsU409bD5Kl46oPIBOtqlZKRj3GVVZvvnQdfay929bLJjzISpORZPdcqTOAno5DKcTgCQHim1KhmChijRzCiZAjbCiVaHwNYSAgHZICMHNFwVA08qegpCMopOFAIc5ZXHcuyskXq48C6AUnynfhQOHAJhwYQ4TeowC9tT9JDz3xSPWW26YAve3TSoDediL0CqC3SRsO+YdzG1EFdBbnl/5iEDACRTPQO/QSp8d1OogeA7zRPRFx5xqSXp7up4P8ptMod/8Ztr4Z8+FQ0X9+y6uet3rEJFfvI3UR0KODPQt9jJ9zJbzA23EBj3OtV+996qmNtPl8nrc336b/65vqGbZZ0/k3mZ96OvATfzl/vrtGAQqol7rqr10kbR/9lGwpgN7kW4mMFKGnPYBl/BggHL/GGHUA2rSbfcgtTaVP6BB6xz0AvauvvjpHzNEbfCqOpLFjdZQti0J30V/O6wvhS0kLbBA1BVxynZ+kDPpKHWNy6TWveU3eU3YmQA+4KKpM3Y1Z+chzEPHt1FPdTIq1ScauZ8QLurhNMlmHj3hEt9dJfS688MJ0/vnn54lB17TJoYcemt797nfPG9CTl0M5jjZJPwMys3v0jTYpAL1JPPfq6oWg+ro+PglAz5jXx43LNkn0LRJVGphOW+WH3JmEXjbhoY+fffbZ8wKuOwPotdVo8ymnAHrz4V65t3BgEXNgHIDeLx9PqytA7xcAvYYU647bVIDebnumXQugN9bOyFFnFM2Veu8Px7+eZ79zs5XXRUBvtjoPex1oygDl8HaZ1JPxyHHucl31NeAAnnYZJFVPwPlC4GkB9JofmXWezuSESrfQI/S+/vWvZzDLPqiABiAPEM0YIE/8F9Vj6wV7qiErkkTiWe4K0LvmmmtyOhF6ADrgmL3LLanlzMoPnwBHQEOAofFPdwBVTC6RWxxQ6ckH0XJAJ+VwxEWcH3744fmt6+oUL3ZSJvknAhBIBLRQ7yDtNxNYpg5lD729g135mx0AFPWWeP1DPwfWWnIrQm9VFe1Utxs2uXmIP9pJm87WNkNkNXISfUdf0r96gcyRMxvxBs/s2fXxtoFMK0CMO+MlAo5GrP6ck9P5+osx3zagV/bQWyR76M2597V4I0DvqefuTM+t+2mLpZaiCgcKBzrPgekqQmTpirT1lisqg6qZl2I8+gKglyP0GgT0VhVAr/PdaVwVLIDeuDg7fL4F0BueV8OkLIDeMFwaLQ2elgi90Xg27tRkt4g2y1ItKwcyADu8TBDIBsRxTuScNzx7gUbsSQpAE7EFGLnttttyZN+BBx64ESwAIIiOAa5pe0Ce/IB9ogCdE70HXACcW/4pT/9FMqmTOkgDBHGPiECgnigrIKIIbPnaDsJyUPfXCWAETKwDfPXrfhdAb/e8j2EvX/DMckX70AKiLG32gix7Hvo/HyqAXgH05tN/Rrm3AHoF0Bulv8wr7fPrn0xPPnNneub5n80rn3Jz4UDhwCLjQBWht/WyPdM2W+1VLWVtBtB77Kkn008efrB6KcbjaX1DS263X75t2muXl6edttmhLLldZF1wmMcpgN4wXBpvmgLoNcvfAug1y0+5FUCveZ7ON0fRMoAbAAuwFQHwRLmJIgK0aTfX/XbONRFcQB33AN9E18nLf9FcSDSOtM67Pw7XIxLcfc47J72y5Btlqos00jsnyk8ZztM76uNedXMtys4VqD4KoBeceOm3ZcyWGgNZgXT9CJ9t1YHwnZ7p5XG/+2Y7p821c4nQm41TzV0vEXqHZjnRHEdnz4lMIrvItpB5s9/VTAoTHiZPTj65AHrNcHSIXAB6TwD0niuA3hDsKkkKBzYbDkxVgN7yCtDbdnlzgN5z656vJhCeSs8+T8E0w8pllUG/7ZbVkr8tNhjizeRaclkoHFjMgF4YZJzKLlM4uhxoxmNXiVMeDjlnvKsU4AGgAODR5fbnYANVEJ627TgM24bR9niKn5Nwcoata52nQIdBy8SkM/YW6ksxhuXHQk1XAL3BLTcMoDf47vldKYBeidCbXw8a/u4SobdIAD2GjYMh4QhDx+9RKO5zT/yOPCL/uOZ/zGD4Hemdi3vqZRdAr86N8rtwoHAgODAOQC/yLt/d4QAdwcHlfAA7OOcRBcFZZPyOSmbWOczh6AMlnJN/ONRRnplyaaWhowLE8j8cWWnMzkd+9fo0Beipj7zq5dbLmcTv4EWXAR18Uc9o1y7XVf/SB/Wr+QKP+qPNvecyPmbrSzEOCqA3G6eGvx5tH/20AHrD866knBsHCqA3mG8F0Ct76A3uHc1eofPJfzI/bMpmSxicWwH0FgmgxyniIISxa0NIxh8jUOdyoADdokvEef91Phuzug8oJw/fjEkOEuPZvg3O2avBDKn8OUCxdwMDRuijWTzp6kDfOktun727LLkN5pfvwoHCgcyBAuhtHh2BkWM5BAPbJuP2K7InET1hTyJ6g66hOxx+I3oqdFfoJ+fpLBuJ23vIJuOu2fdIOStXrsz6ypsL6bLddtstL7m5//77895J9JY9kegx5+TlfunsU2S/IlTXYfSs/Y2iXjnBDB+eRzl0szoFqbNlAjYol2cXCIDpWYd9tknVWT21Ewe2y3XVZ9WzCZ4effTR6dRTT53XG9wGtZd6ht0IYO4ySEomBNC+UCL0jHs8Dfk1qB0mdb7OU2NqkBMqnX7StQg9fFVn3/qyevoeRPV2mCld7/31Mur31X/X74lyol6D0tXvmc/vAugN5l4/QE+70B+OGAPjaCM6gA2gfRxtUnkpRnkpRlv9jW4wpui7kH1tlb2oltxSNF6FzlHyhiZvUvLbhqve8kJYhZLrFSgAOMIG2T/gxhtvzPdpHHkC57zqm0PyyCOPZKdJeRwgjcaJouDtT8DR8Z8jpR7yBRDGvgRLlz2flm5VLbddumGfgrYau5RTOFA40G0OVLEs1ZLbvdK2W+3Z2B563X7izbN29Mi3v/3t/FZA+13Y0+ab3/xmnjQCWDB+6RGTSHQT/UHP0EcBiNFvwDY6zXVvqLOxuY3O3eO3iScbmzNoIz+TTu4F8CF6y2GzcUDGXnvtle+jN73ZUB2UqQz1Vh6dNorRrx4ACKAdACKIfj7vvPPShRdemPVqnC/fhQP9OPCud70rffCDH8y2Vb/r8zmnPxs3DsBTjLP55Dmue41BMgKxZdt2HIZ9ruApeWHcT8LJGbauwVN1xlP2fT+STvQJuRigar90bZ8j3/km6q0Pk+nqGP2ktz7Rx+mU8H1609T/62Paz6SQbzxwLyDI/RGR03tPXeZL0y9d/Z75/tZ2EVgxKC96rLzldu/cV7Qn+wDYx89dsWLFWCZMCqBXltwOGo9Nny8ReosgQo8i89r073znO9lhAaqJeuAsiUCgwDgWBAslQ0FR3pSytJwcRoe3NEE699tvv6wUOTLupzApL/cgb12i3IF2YVCJOKBIV61ald/YJHJPGm+Vuv7667MAfcUe1dujjtg57fqyDXugNN2ZS36FA4UDC5MDAL2tK0Bvw0sxNmxYvTCfpNR6Jg5wKK688so8WbTvvvtmx+jmm2/OUXEmgh566KHsNIXzyFHzm8FNR3HY6BjGN7r99tvzZBJd5TwdRD/RbXTX6tWrcxTgkUcema644oqsrzhW6iFPuk90H1BPeo4gnfiKV7wil0Wv0WEmrDhx3nToDYPyGIbUV/3VnQ4Noms/8YlPpK985Su57DhfvgsH+nHgd37nd9Jf/uVf5j7e7/p8zoUtyD4ECji6SupqPCF2b9ifXauveuKnw7h3dLmuw/LU85B9vrtCJkf4P8A1B99jVaULTMzoy9rCefwHyHmzLZ+GjKcDtE20lT7lf+TlGflPdIT75EdHmFDiS/mmL+gGPJS/PPz2Jlv6DClL5Lc61MvqrR89IY3ypXNdfgGguu556BXX1dV15De9pr6DqAB6G16Kwa6g17/2ta/ltxnzld/whjekd77znYNYN+fz2kl7aktHm1Qi9EqEXlv9jQwMGeu7TVp0EXoUDgFFqIsuEEFHqQSDAXqUAMUQCoMy4sRI735K8cc//nF+CxBHh5MkPSUgLeXnN0VGiYSiJKyU59tSJcrLUiqC7KqrrsogoXq9cq9d0xHH7J52f8WWbbZ1KatwoHCg4xwogF7HG6ih6tEf1113XV4mSz/RSWbId9lll6y7OFp77LFHvk6/0CP0DkeJg+ZgOEgPhAMOypMT4z5vsOP00Gf0kehw50XvmfByjgMGqFMu589MvSMcMxNVwEXliOajw+hGjhxgUOSfa8MQ/UkPqlM4Xu4DRP7DP/xDAfSGYWJJkwB6H/rQh7J9NQ526KMOdpqjy0RuoPp46mJ9FxtP+Q2eKcCkrvD86quvzuCZiRZ6Ys2aNTnamjyPCSE+jihskz10A91iQsm3qDY6xsG3oU+Ab/QGfUFPiALX7+gG15UDsHOdjnKeLnHOdf4S/bR27drMJnrJdWXRI+7hXznwkz4D9qivevpP1/lPt0mvrvQRX45+MnkFZPRM2kY+6uP3IFK3WL3l+dsk/FM/45Y+bJO0Bd9Wu2orAS//+q//mi6++OKs+9WFjXD++efndsbrpsiYYQeQq20DevqjPuOZjYc2SVtrc8/ctk658847M2ivjxuLbZJx6LkD3G+z7JtuuinLiYMOOijLgzbLjkluzz2TDBpHnQSNkZGnnXZalotzLWOqqvhg6TnXXEe8j4A0cAkpysdsA6UQszkYrYMRUhRFDDKKAXDnHCXIyVldRTRQJBSGQUiZcHak9ajRUTk0BBUgj4IyaKWxbAljKUfXKUh1ce/UkmfSuiU/SevSL0Z8wpK8cKBwYDFzoOyht5hb98Vn41CIyOPY0Cuhl+gM+ooDxPGhd8LxYZDFJFI4UCaiOEP0FtCOk8ZpE7lH1zBipVUO/UfH0W/yRs4BD+UrDSOM8cdJotvUxzcdKA0jhf6UN13nexiiExnz8qg7MXfddVf6zGc+k77xjW9s3JJimPxKmg0ciLbYXPjxtrf9f/buPda2qrof+EJQQFD8+aPyuCAHeXN5g7xBKEpQgoLSRtPGxiaatDFGa4x/NOkj/auPhGqaxtb4i/VFEY0IooAiV95yIbwf8upVUFBsfRWtVtvf/kwcl8V273P3OWftudc+Z4xknbPXWvM55pzjO8d3zrXWec3b3/72zTtTu6w3XRoPxotxp6/3VZTVeCJLGYe166OcQbAY9/TaV5lUp8KxiWHT+lIfhB4sOfroowueIN/gDFuuT/utzOw8cc4nYeP1e3H5UH6z62y+ewcffHDxj/hWd999d1ksspgDN+ALHJM+2w5fkEUwBgnnOv9HHyWBJX7LI8g6+cI5EmVA0sEph7z0d2WTFqxbGOw+VA7xNmzYUHaeiyt/pI2w40S9Yaa0kTw1BdbTibLWJni0Pb3Su7bSRz7zmc8UcjOw3Hj91Kc+VcqorF3JLOttPoXM1De8OqumaGt119bavKZ4XZhxGUR7zbyNV7ZyFvhkXknwN2xQTYn82vPcWvl74kVbn3XWWaWvLzffXhB6DBIQMXgZLobeAKJggwlgATeG3mGgGeQmGZwgBKBwYezFA0DC+I+cc885ApAALnEAg7StEhlAnC8rW9KNBg7l5lduQxP5PzWQGmhrIAm9tjZW729kAfLNZAfww5C2owhjYBjsgDsmRzBFWBNy8QE3jHFPfLhjAgerxONsST/CwCYYaFILv9yHlfLlAEnDORw1ATXpt9OcUzcsnEFpiTOJcCQ5CuK1iRKPYnEqrCTD1j4IfdLBpHWbVZmVM5zlvpdVOclKy+lR7+OOO670za71HuNPP9UX+0w+GZ/an7AJ4Yx3rZOVpken5tp0GiRpX8va1im7Oc75Fo6NNd+PNlipnrqIj9BDdNk9Te65556CIWyvRRq4Ea9y8E5xbePDScaknXPaBWlngch4VUdxpWeDQpB3sMIuQBgFL2xmcF/e7DudIOD8pkd+WOgpFo+QKvKFacLwk+SpPMolffiob8MZ4xFm0b1DuZB5noIiNnHYcacO4YsJN05gpd3m8lf3mqJc8Fn91b2mxKIfMk87ImgvvPDCZuPGjWV80r228QoMvxfT4VLLrX0d6u2oKfquvq+fhe9eK399nx4XsynTKotXpBiH+rh5ZE3Rx9XbGB5nS6dVHu/H1H/ZOeWoKbCOtOe5tfK3uILHevWrX72iOVIvCD1KCyOpA+lMDLz/zhlxjUvhGtthkuGeSYd7rhHX4zcwCYDTOTVUEIIGi7AARnzn7ssTkDn8bksSem1t5O/UQGogNJCEXmhidf+HS23Adx5YZQLoXuAVrHHPdf9d9x+2tCcrcEw8WAW7YJH/gUHiBVZJ029hCPwiwsA4Im1Oa0xQysVf/xGvC0IPXgd5ok59EI6sstBPn0U5tQ39tftS38qsDyqn/hl9a7ll1G/11eE51XLTa8dTzrZO+9z+6h8kCZ32Zey09ek3nWoz7U+f+mlfy9rW6WLOt3D6Sd8IPa9wsKBjAUf5kTcWZYi+4qklbcHGKzvbi7xDgLH17msfvx3q6Z4deogQYRFA4ksXOad9pYPQc9/hvmvGuzZv60macIP+iPT1B04oQSiK4zpyz39EhLyMe/1IGjANSRnx1NdB5KsMi9lE+LXWP4phFz+S1wepLr300kLM6h+vec1rmr/8y78sbVsU2tEf8xL9qt1WHSW9xWTyHXr5Dr0tdpKOArBtbNossG5VvUOvo/aYejJJ6E1dxZlBamAuNZCE3lw225ordFeEXh8Vx1kMZ7SP5YsyKWcQen0mn4LUodPFnOyo16z+J6HXveaj7ZPQ6163wykiLTxqFoSYHdx2IyHQ7KLjZCLekG12vxmPdl8j++xe8ggqZ9TuOPc87YQcFEf7ieca0tDucTu57PQyphFv8vUbwSw94V1HxOkHxLkFCESSvOwSEz4WlOAK8s7OP7u2PTJ36KGHFrIRWag+QQbKG1k4LAgj5ZPPOElC75mPYmgjuvbOMQQqgvSYY44peh+nu+VeT0LvuR8EW64elxLPrlXj3061IPeXEn8lYZHDxj2bwJ7UlPzK7Sr4ym3NDrOSvBB6P/mvh5qf//f3VpJMxk0NpAZWmQae+SjGumaH7fZotn7eZB8cWGUqyOrMgQaS0Jt9IyWh120bJKHXrT6lloRe9zodlyKnGZmFuKN3RJ3dbK4jbohr7sduNr+Re4hAJBgS0IvkPYoqHhLGESK8tNyTtoPIzz0Hifzcdy8kfsvfb2mLE9eRgt4DhTRE4HnE3kcahInyCOt8OO3IIwm90MRv/rcL02OYiLt41Jgu6cwRpFu0x2+msPwrkXbktfyUlh4zd+globf0XrO8GLlDb3l6m9tY//2rp5sf/+zh5mdJ6M1tG2bBUwPT0MDg4bRmhxesa3YcEHrbbJ2E3jR0nGmuXANJ6K1chytNIQm9lWrwufE5sSbj87DrEZmBnCH5yO1z23G5Z22dIh0QSKNEOP2k/SjpqHDzck097WZDwqmXxyJnKcphlx49L+fxem2XO/RGt+AoQm90yO6vJqGXO/S671WjU8wderlDb3TPmMLVJPSmoNRMMjWwCjSQhN4qaMRBFax6x6FGyAIOypZEHBIr5Jyt9rVJ0thSHovdb+e1WLiVEnrqNc5hXizfGvdihbXPj7HSg3LGO7H6/iircnLUkU+LSYyT6P+Lhe36njzpNAm97jRLp9o+H7ntTqeZ0uIaSEJvvH6S0Fu3+UMq47XU7R0EOTIT9sXO1W5zGJ9aPnK7vmDPeA11fyfmj+ZkMZ/uPpfRKc7dO/QoyMBgtE0WrFI6xk0AhSMGlDCU7BrHyCHuOCcpHA7xxqXfVquyRRxpjouThF5ba/k7NZAaCA0koReamN//cMBLuT0yBGtgj3cH2dExDmvUFnbYKQE3TAr8NwG3W0EarkmDczwOW+Rt0ui/OIvlN0rD3rdC5DMuD/dXQuiJ64u76lZ7gqvsWxIEBP31mSRTh2GiZEv1mtV9/Uif1b8XI/T0Ve/58V4tfb22KKd8k9DrTvN0OtxPja0+iv4Xux7Z7ZjLD5dVuLDFEX44zDyda49oE+3liLovFT+i3pGmtIj0XJOeo33uvnuuCe9+lKedf4RppyPusGi73KE3rJVnzmGud+V5/6H3I9J3EE7RVqNjrvyq+Uh+FKPu132T0EtCbzkjt9pXbq2aex7ey1mBqcmfF7sSBoNRCofGtaeeeqpcFw44+FS5z617XMVEw3W/SYCH+NLh3PjtK0vSjjBx37nf4jFUfisXYFIm6Ye45yC/+t/BFwJ/8W/Nz3/5/bid/1MDqYHUQPMMobfH4JHbdfnI7Zz2B3bee4m8C8hv7yPyYnFfCiSwBXZxTGJxyXVknnjwyBfoYM6NN97YfPe73y0TcBgT6UhDfNf8D2zx29cNEScm7TDIPfmJIz9hIr583Yv7vmIo3/33379cc59EHuF0KSvS0vkk4tEpZUXmweQvfelLzbXXXrv5K7uTpFErjPqr76R1q1Wu4XyUUzsqZ9/LGnP/DfisAABAAElEQVSrxcqpD77yla9szj777NL/h+s77XO6bJNPfd6hqawx9mNMT1s/y0lfORGkDgT5POhUPdlPNmCUqNNqIvT0H5gBJxDqxqGPWhizMISdWYrQG3xw0JN0LW4Z+7DQGEO40bGFLv3YOWxwTxnElS/fi76lCW8iHjyJuO63RX2S0Gtr5NnfCL177713s29L974WbF6hrYZ1+WzMlf/SnvLTPo6aku/Qy3fo1epvxhF7lTv0JtA4YLjtttvKCr+vHO29994FBJBvHCEGw44GYME4cap8GclEEVhcccUVxaHYeeedi9K9GNR1oAMggA5gYXw4Hs7XrVtXwgI4ExP3/SfyFdZqh3SsfjBWCwsLm4lG4XxlypedNPT2OwzeDfGSp5tttv2ZWympgdRAaqBoYOBS/vodeknozWuXYP+tjN53333lK4Amy7CKk2JCDZfgT+zig1vh9CD0kHlHHHFEwbLPf/7zxQmGc/BDOrBGXMeuu+5a0uXAwCG4hACUl4m6a/AqHDNftINBsCp2q1vUQjaK+5WvfKU4dCeeeOJmjNMO0oBhHD8OH8cMXgZRs6W2MskRT7lMrv/hH/6h+eQnP1kcvS3FzftrQwP63+tf//rmXe96V3PwwQfPpNLKYA5pbJhD9lXYEGObsB3GdF+FTo19+uy7TpWTLhfTKd2rE7sdbdBX3U9SLtjhK6f8Jl+UVa+bb7652Pcjjzyy1JEfZFyou7HhP9tPT6EPuiNIWx9esAubf+V806ZNpQ/42qY+AMvEhSPyg1nwzG/4J65d4uxAYJg0EY3aB6HnC7h8O/dhbvQt96WlnOMEnsFnGy+UqaaEH6n+UeZa+dPz5Zdf3lxzzTXNN7/5zTIPOPXUU5tzzjmnOeigg8r5tMqinZLQyx160+pf7XTzHXpz8g49hN7tt99edtlxbByMP2INsBBGkuPAaeGEIOROOOGEsgJx1VVXFaeEkwUEOBrC2rXnN6MDVAACQg/gAA9pAnFG2MEBAhgcNODAGC4MSLxxhB4Dev3115e4e778Zc0Rx61rdtn9he0+mL9TA6mBNa6B5w0IvRdu++uPYjzv2R2+a1wtc1V9uHL//fcXJwmWINYQaogszg0sgTUcKY6SHQnwy2+EmfBHHXVUmfx+7nOfK9c4HeJyQOCcneAm5DAHBnFikH3SdsAxhBscE0/+cItDJBznK3Yx+OIdR871cYQeHN2wYUMhKuGhBbLDDz+8YOUkjSO/cLykdcEFFzT/8i//koTeJMpbI2HMr84777zmve99b/m65SyqrY86Yp43izJMkicbEPNdY9/RV1ltOqXrIGXUbd4FJrDt/h9//PEFG+AAYg2hx+fi68AQ9eZvsecwjO/jt7DINbpBGvHRpMcvEhf2iX/AAQcUbISRFqNggbEG+xB40oRHDz74YMHFk046qYxHBOA999xTMM19Phu8shiFJEL2wUP5x+69xdoGLlp0g70Wy2qKcimzesPqmoJY/ad/+qeysYUOCR/6LW95S7G9FhqnJfqJQ9s7asoTTzxR+q2vOOs/NUVba3Ntrc1riq9XI+r1cVxGTcG/wKhZ1Puuu+4qeftiN/3XFDaMHWL3/K8pNruxs6961auKPV1u3tUeuQUuGotBRtRxmIACQ9EGniD0gIsBfPTRRxeC7+qrry4ODqDR2exYQOYBH+dACegACLslgA7Q0jAAx+AIEGAcOWAOHeeQQw4pn3/nnCmbfDUuEOTgASnA9ZKXbt/svtfzmx12muxxpeU2SsZLDaQG5ksDgz3AzQtfMHjkdvvBV26T0Juvxvt1aU1W2zv0FgakG3A3qYQLiDQODoxyjwMSu+/gEHw57LDDygLSJZdcUvDHOfwxOYF3MEcedkDAQgtM0ubUEGkKg/gTB7lnYgWP9ttvv1IW2Oiax5oQiCb2HDk4eNxxxxW8NBGFX9KBYeqAeJGvyTHcnURM7qRFD8r/wQ9+sPn4xz+ehN4kylsjYfSrN7zhDc273/3umezQ0++NFX3auHD0VYxJh3mpOWVtx2FSvYROjf1w5PtcVuUkHO/FyqmfsKURflJ99DEczLn11lvLBgYbHfQrPpaFJWOSPwOTQifwJuruPtsOO+CPsOLCCf1SeuGbieec38Q3gml2AkpXevw3aSEf+EoICISePsQfe+yxx0qZAvPoMspho4ZNE/JE8imPe+ME9koPpsKxmkK/dKKstYkt84OLLrqo2bhxY8lfvZXlt3/7t5tzzz1382tBpqEP9TZe1Ls2saWP8/P59wiPmqLODm2t7jUFh6GvGw/6ek1hI41dOLqYLZ1GmbxajbAVylFT2ET1ncX8gU/ADr/uda8rTwEtt97VCD2AwSgx1sCB4rwTwG46honjEs4Lx4nzoFGtNAELDKaObSu3tB566KFC3CHqXOcYARR5cLJcY3w4IhrKwLRLQjiP8yIE3V+/fn1xlKQHsOS1zz77lJUrv4UJI5bv0FtuN8t4qYHVrYFn3qH36x16W4+fkK5uLcx37UzcYADCDJZwGEwmvZ/O5ALuBNjb2YB8E97kxz3hLQ7BGwQbDEKwwR5pAm277uwGD2eEE+PgpMAZWCgMXIORnCPXLYDBQziFpJOn/OGjxSvvtXMddglrxV5caYhvQiqOSSIHbdIJqjzU3eIYXP3EJz7RXHrppaV8fWtt9SPq3GdRTodyzkNZt1TGcCzf+ta3Vn8MLtrZvNK4M3YcfRXtbjzRKXuzJd3Osh7mv3RqDt13neqDZDGd0r1+wi5H+Fnqd6V5Izv4UOHLsNV+IwHsxkO0wQyYpS0tAMUYgTn0IA6i5Fvf+lYhB2EIHcI/j8bqq0g68fhq/CebKu64446Ca7BHePgFb4SxA8+OQbhnAQze8fk4rNKne/gkTf4a8sI4UEbk0WLYBIc4/fJSvpoSY1f51Lmm0K+FNAQo/KYn7WYhxe5o7TktCSLTPMJRU8w59Gn9rvYOPf1U3bX1Yn1yGvowZvR141dfrynGvHqz+7XxiT0jFq/Zh5oiP/WNOX7NvNlTNvGMM85YUXtXI/QYApMCHYXhZhw5QYyTgaMTAQAKjQkExwTJJ46w7rsmLfGkZ6BFfOm6pkGkT9z3WxoRzkCRh+tADchLz3UiD0AnTlvyK7dtbeTv1EBqIDSQhF5oYn7/wwqPwcIaTomJFKxBxnF4/EbEwSj4AJs4LHbUEY6UA055ZAIemZAR2GJSzgmDUSbg0pEHDLKIBbfcCxzjkIXjI6wJvLLEo1N2X3CUpGECuGlALqoD/ELscbaGRTnUT10mEfU00RFPGTlTdFHboZmkrG2iZJLwswpDn+Yi5iB91GNbL3SqTy3WX8yj9HuPl9d2PpRV/kHoIayNob5KzEOVz3g3rvsodMoO6av0OQvnblK9tHW6mPMt3Goi9Cw2IdvYZrjFVhunsIutDhxzTTvCGaQevHJNu8II45b/Iw2EHEyzI0p69Omac4tM+oE0wm8LvFEWY18artklGGMSLklHevK0GAYXlUn/jzGgTMpsDI8TdV2L79CD+V/84hfLgeRil4855pjm/PPPLzsmjdVpifmM/LSho6boi+qLDB41n5lmWdRZ3dlpfbOmWPw1FoxN87yaoi+x/8a6sVxT8h16c/IOvZqdYlp5JaE3Lc1muqmB+dZAEnrz3X5RehMYB+fPQZyb3BCTPA6ICY/7Jnox2UPSmAASE19h4lyc9oRYWCIN4WLiFHkLL13xoxz+RxqRdtx33cRTfPeCNCqZtP6shNCjg3Z9W8n24icHkt76TOhQFMJV+/SdfNKPTO7b/X9cQ+ub+qI4tUWeQR70Xaf0FGM/Cb1uekpbp+xg2NLh1IVbTYSevm6BiM3Tl9TP/6hjvOLB7iZknnAWodhHi0vGDWLNQpHf9Ia0a5OD0oB5Fo70W4s5yELnsaBlkcnvhYWFck8Y5WDn4vFf+cEeC1nIGeTesK3QdtJOQm+45zalTTxZhkiNtraLiS5hyTSFXU9CLwm9afaxSDsJvST0oi9M/X8SelNXcWaQGphLDSShN5fNtuYKvVJCr88K40BySpPQ66aVONyTEnrd5Li8VJQzCb3l6W5crGh7ZIHxhMxHCPVR1iqhpy2G28R5EGV+O+gnxL247przCB9h3A+J35EG+xppiufc4fdwmPa1yFOY4fwiryT0QhO/+R/J6n2Eduzb4UjocZwufzOF5V9JQi936C2/9ywtZhJ6SegtrcesIDRC70c/e7j52S++t4JUMmpqIDWw2jTgoxg7bDtYtd5uXbNNvkNvtTXvqqlPEnqzb8rVuENvllrl1Cah120L0CkyNwm9bvWaqY3XQBJ643UThJ73yMVrPMaH7vZOEnpJ6HXbo8anloReEnrje0fHdxB6P3z64eanv3iq45QzudRAamCeNfC8rRB665oX+8rt1tN7n8k86yjLPnsNJKE3+zZIQq/bNkhCr1t9Si0Jve51mikuroEk9MbrJwm9fIfe+N7R7Z18h1793ehf//rXy7tJfR3c4uRypdpHMZZbwD7FS0KvT62RZUkN9EcDSej1py2GS+Jxn3g0yD0rzvF40HBY5/F4EKfWMamIF+/TkwdxbbF04hGmCLOU/CYtVzvcaiP06Nc7hTiDJkLO+/7IrXKaNHsfUrybsd1GffmtL9qhpY/ScV9FOWM3mXIag/Geur6Vmd2Jsimr/tpHaes0H7ntYwuNL1NgSmCccwKT9Lfoc9rYb+PFb/f9b0vEdX34Xjvc8O+I5/qkcZPQG9bis+cIPR++8uER70Sk07B5S2mXZ1Oc/Jd+ke/Qy3foTd5jlh8yd+j1gNADCl5kanIaExYTwXBq2s0bE1gGYkuGSFiH9IUPgDIhit+RdqQLSNyTf9eShF7XGs30UgOrQwNJ6PW3HTnOvsLnhdswxwvCTYwRK6MwiGOBbIEjwozCseHaiuOrZL5MS3wJEGZxloLAGY4Dq374wx8WMsrkfFy44XgrOV9thJ55hy/vPv7445vnBH0mn7SduYk5jHL2vaz6sPmX/t1nUU6HMeSRNE7vJOO2dp3YlCT0utV6W6f6aZtMaucU9pz9jzZo318Nv41VH8qgBx+7MAZ8pRbO+VItPPKVWzYI5gQe0MdLXvKS8rEKegqBmeLQmfE1qcBbZZGuw0cwtiTKnB/FGK0lbXrnnXeWtowvDB944IHN/vvvX+Yao+Yxo1Na+lV9SNtrH0dNya/c5ldua/U3cwc2KzinWvnKp1c79Bj8+++/v/n+97+/2Snx4k5OjXsMOoNj8mriDUy8C4AEGANhB8PBgAhrMFuZcJ0DBoD89hlnX1Uiwgnv09b+m+ALZ0KncVzzXzkiL0bJuXuu+a18zsNgKaNzjRuT7v/53581T//yW83Pf/kfJe/8kxpIDaQGaOAZQm+PwSO33qGXj9z2qVdwYOATJ4Ndhwe+0rfXXnuVYrLvrsMp9h/mcIJgjJdQwwhx4IrfsXjkXBziS3+bNm0qu8OE5cB4tFLaL33pSwvewTZYI750HPfee2/5siBnCybCORinPER5HPKRX+ARbJKevOQhLXH8FkZYh/vO5Rvp2XEjj0lEPeTT191k2unCCy9srrrqqs0789S5z6KtzDe0Qd/LGo7iPJRTWffZZ5/md37nd5oTTjihjL++9QNtHzbDWO2rXumS/TD22Q9HX8va1ilbOc62CcdpY9OiDfrWP1ZaHnb69ttvL6TeEUccUbDn2muvLfb/+OOPL/7RPffcU8g+JB1M1Nb05gu0e++993PGzYMPPlhIPyQ5fIEj+kT4TuKGHZOGPqLf3HXXXSVdJCEcRC62cYr+xY3dn+otLv9NuHGCgLzvvvsK+bjvvvuOCzaV6/pP6GCxMk4jc/7tZz/72eaKK64oXxrWBqecckqxddp5EsJ0ueWKuYb2ddQUHIC5la/58ulrSvRzbR3zp1r5f+Mb3ygLxPo4vqOm6OP6Ops/zpZOqzxreYeeub9HbtnL5Uonj9wa5EDDJ88ReT5RbvBxUuxYYNR1ELsRfHqbk+Q+Y86wI/50HudAxX0TdV/1aTsm0ueccbTEBwicLyBt0AMN98luu+1WjA/QMhjtnhBOXlaBAINzgxaI+E+R4vvP4WMkH3rooebhhx8uHXunl2zX/NYez2u233EyZ2i5jZLxUgOpgfnSwPO22rbZcfAOvRclode7hoMld999d8Ga3Xffvdhzk1TOPyyAKyZNcApGbRoQc67BEPgBl+AYpwYmmFzDC5NMWAWHTEQsaJmAwTS4JA15O4cnCDu4873vPfNRJfFN3GDOrrvuuhknOWVwECa6J3/lUB4r9fKBi/ImyiwP95944olSvgMOOKAQlnCPU6bMJmoxMRZ+EpGPsMpQezI/Sfm+853vNBdccEHzr//6r0Xfk8TJMKtXA4ceemjzrne9q3nta187VSd3uRo0D2Z7kBfmpX0lydi0cGjDke9zWemULKbTqJN5f4Rfbjv2NR7s4mN985vfbIyFgw46qPnCF75Q8OjMM88sZJndIHwl7cuXghWwivMOp/hIIRs3biy+E2wRBta4z/mESfTIf9JHYA2ckAbS0D0+IPyge1gGT2Aw/03+FtpgoL4lXRjs+jiBjXwy+S8sLIwL1vl15Td21YWeahN6fOEPfehDzdVXX110rTx0e/755zdvfOMby3yh80r/OkHtqN7GVu05gHmLOZT5UWwCmlY9h9PVD7W5Oqt7TfF4tfGmj7fHY40yzJLQYzf0bTtPF7MD09AD20RmsXhlEcZ4Pu2001bU3p0RekACUAKR66+/vqzoczgYe2JAIMq+9a1vFWPIqOuoiDgG0j1hODKveMUrGhN14KFhGXkrScAKKDAw4jAysaIDTMQTh1MjnVhNkb/GClABBs45RwZNEH0GrnStUtm9IcyVV15ZjKiy7bX3bs2xJ+/T7LbHs4An7ZTUQGpgbWsgCb3+tr8JIceB3ee8cCBcMymHO3DKSrDJm4PTEJM49zkfHncBuDALBknLBBMpCGduuummEvfoo48uaQZewTtpIgIdfsMsDpfJGvyJRS95msRwiuQFn4h8kHjuhUMRuOqawzmny+OncO70008vuzPgqN1rJkocMCuAr3zlKycmO+QnPfgHG/sm2u1v//Zvm09+8pNFl30rX5anrgYOP/zw5j3veU9z9tlnl/5eN/ct52YsOUgfx1O7BubZ7FVfx367rMpJEEPjiEfXhWMv1W21iXaCQ/DJQhW/5rDDDmtuu+22gneHHHJIqbINF6EDC1Dr168vOoN7sEy80KO4fCu+EEcXXjlHCMITfRiOWqii08AhuAPv5APXHO5L3+IZHEYmfvnLX26uueaazb4fv1D+40T6yi9vYWuKvhPEFl3XlE0D3/eiiy5qEKxhN5TljDPOaM4999wyR5lWedRb28m3dr3NgcylzIf0uZpCv+qu74bOa+XvScYYS/p6TTFmYZRxPc6WTqs8Nk/JG/9C/zWFbSKzqDefhD2zELkS4rozQu+GG24onX6//fYruyEMAo4S5QABhgDJhnE3QO3kc64BAQTjbvCoFJABSjq1geyegc3x4WDpcAyceBrBYAMoBx98cCH0pCltzpd8gRGnTBjMt10K7nGqOHbSj7L6bVUrlGo3hUPH3na7wUuid/xxs9Xzf1qzn2VeqYHUQM81kI/c9reB2HiP6ZgYWawBnjAJplj55ejceOONBU/gBEcEqYYs4nxweNwncEBc+CIurIAlN998c5mAIRRgEiIvXhchPXjIyZKuNKy4W6wicE3ZkHYmznBQ+jAQLnlXTjxGBR+RiTBUeJO+WAxbGBCEFsjE9TgO4aTBL3lIG74JH6RCCbTIH2FNrOQDy/smHMcPfOADZYcefE9Z2xqwoPzOd76zOeussyYmrWtqLJxjebIJtR2mSevKPphnO4z7WTg5k5Z1Up2qE9scNm3S9OclHDzjh/mv3dh8PhEcgVlBlNEXPbDp8AT+wQmbIYI44Vu55pUQ/CvtLz0iLQ63+34jWmAdbCPShE2wk875YPLjU+nzDphmowZsFpbAJ2HdHydsvB160l4Y4F1NoTd63VIZp1Emc5GPfvSjzeWXX76ZPIXzduch9MJfnUbe2sUcYBb1xheYv1isnGYdR+lNndVdf1T3mmJh1tjSx833aoqxatwa87WJTE/SyNvcWDlqCp6IzGKHnid8vJrntD7s0NPZrQwhyDgvHByEHYAwGGN7tw7KeCs44+g+UGGYDJwACk6XxrR1nCEzoAxm6cYgQ/aJT3QAEyNEIIPvumvicZQ4MfKUvnuASDmEAQzKrzEBvTw8WgVshiU/ijGskTxPDaQGaCA/itHffsDBMVGANew7JwJxx/7DBBMmu7o5PHAJPrgHk5zDtFtvvbU8SgTLEHPwgfNjVzh84WSYhMETuBOLVHBMfJMEZBucgknCcoqkL6wyRL7iwyv5yM8uQO8kkgb841gJq7wwi5PBmTLpVTckoJ2CowQ+ym/SCaqyq4N48u+bwPF5e4eevqXdTZb7SuhEOysrmYdyKqux4jG0fIdetODy/tOlObGxz7bMwsmZtOTGErtI2M5xTqhwbCb7G+EnzWMewnm1AhyDA/DjlltuKeM2cAz+0QGbDrNgH7tuYcoCEd0g92CYBalNg00T0nNfWKJPsLnGmbj8O7vt/JaGfgJbYa589CNYI2245D6igK82TFRoO5innONEPmvxHXp07nFb79DTJnD/uOOOa17/+tc3NtGYA0xL9B/pax9HTeH/I/VswtEPa4o6q7v+Oul8qavyWXQ2TzNOjMeaYowbt8bqOFs6rfKs5Xfo8U08QcNWLlc62aEn83anBxoGgs5gIDjXQZw7GGWD1MqRc44NEPBbPGArPOMhXZNJg0s6IcJK2724Lq7zmHwK417k7zoAspoEcCgOMAE3+UU46TgfliT0hjWS56mB1AANJKHX336A/OKgmBwSDo/3/HBWLQyZIFswch0uIMVgg4mUSZVrHtm128GOPAtX8AFucZwCq2AaJ8j5wmBlVRqcYdgFq2BZvFtPOUxShRWG8wN3LDgh7GLyKm7sZJAGxwoZKC2OFMJPvsKpk7gm+xFfPm2BvauJ0DNHoDOOoPaE8fTZZ9EvlJXjatLcV9E3ldM8Sn/rq0Q5lZXo/0ibmBf2qdzKFGRSzG37VL4oC50moRfamI//cECfgmVsjHN4YPwaE9oUxhD/YQ5/CAYaL3wheCIcnIFlsAKusKvO9V1h5eG3+xEHLooHF9k16RBx5acMyuKAafpXW9jyJPTaGnn2t3mDJ8/okd7ZETsh6X7adk6e5hfax1FTktBLQq9Wf2Mz2Sq2y/+a0quv3C614gy6gcpxYpRit8RS01lOeIDHuQMcdhHaZTGpJKE3qaYyXGpgbWkgCb3V196IIo8c2VmHTPM4n0eFZiV2QHinkfLALbspOFtLkdVG6LXrHg5j3wk95QxCr89lDVLHfK3vxGObJO2zTpPQa4/Ybn63dYpw0F9HiXD6yWrdoTeqzvN0LQm98a2F0POaDkSqJ8hqShJ6uUOvVn/LHXo92aFXq8FnmU8SerPUfuadGuivBgZvpWl22G5d8+Lt92i22fq5K8/9LXWWbEsa4GTY4WeFmjM4a7EgZWcXQmh4h8MkZUtCbxItTTdMEnrd6hfxmIRe9zrNHXrd6jRTW1wDSeiN108SevnI7fje0e0ddh+mWsQbtzjSbY7PppaEXhJ6z/aGKf9C6P3g6Yebn/3iqSnnlMmnBlID86SBwcNpzY7bDgi9FyahN0/tttbKmoTe7Fs8Cb1u2yAJvW71KbXYnWnhwI7HWTyGNGmtcofepJrqd7gk9Ma3TxJ6SeiN7x3d3klCLx+57bZH9TQ1hN5/DAi9n/48Cb2eNlEWKzUwEw145Baht1MSejPRf2Y6mQaS0JtMT9MMlYRet9pNQq9bfUotCb3uddp1inbPeNeTtkJqxrnfrnUpXjkR+UjXuYN4JLOLPJPQK+r8jT/IdK+o8u5c78at/QXQfOQ2H7n9jU45pQu5Qy936E3UteIlhysBuiT0JlJ1BkoNrDkNJKG3Opuck8Rx4bCY2MKRcG6cL0fajhAnJtKLl+XLM5wn+cXL8z32G45b3I/8pSEt14Ubh3PzSuiFHjz+HPqLusd/j10K1+d3qClr+/HQvr+bzg4t/VEf7IPEo+/GSvRx/9s67XP7G78xzmNc90Gvw2Wg03zkdlgr/Tk3Jn1U0EcpfLzJFxJ9vEnf96EEiwYxPlZSaumxqV7zAO/kw/7aMeYds8RHBX3kwhhcSZ5J6P1mS9G/L55+7Wtfax566KHy3vczzzyzvMvX+KwhSegloVejn8kjCb05JfQAhMl5TMQ4GiY7zid1lAALgyc8gIvJMUMXk9BwgoQzgXJPPo74DUiUx32TLWVoTxijMyehF5rI/6mB1EBbA0notbWxen5zWny8iZPkQxRwykcpODZeUL1UgTXSg0ucIF8ZlIcvDjrnPHHUECkcNRj5/e9/v5B1vqgrX2XgsL34xS8u2cM2H8wQD64pp7ijcHReCT1681Lw22+/vehjlN5hNv2NI/xGxZnFNW2vbcw3+l7WvunUR2COOuqo8kXq6N9J6HXfi5PQ616nXabI17nvvvvKri07tvbee+/mjjvuKBjgY0mwgs1ka2AJWxPnxrTfDj6QtoYhbGf4UvwncR977LESzj0Y6COGwt59990FB6UtnA8M2j0mnIMPFT4ZTJKH/GKsiuM3fHOESDv8uLjW/g+/HnjggYJvvspbU+hGudls+qwhyLwLL7ywueKKK8q8Yeedd27OPffc5s1vfnOzsLBQdDjtcugv7T4z7fza6X/nO98p/WzdunXNy172svatqf/W1to8xsrUM2xl8OCDD5YvRr/iFa8ofb11a+o/wybMYn7ChrELBx10ULFbU69sKwM2i4QtbN2a+s+NGzeWdj755JPL3H65GW41ML51v8/765LaPgyQ9t133wIE999/fwEBwBQDScNSrnMSAARECEfHp9I5Qgi5J554ogAU0LFyZRWJ02VQWr0CBgxigIrPq3OM3Isv31ptAk7CiReAU9T0vF80//U/32l+8T8/KPnnn9RAaiA1QAMIvRdtu8fgHXrr8qMYq6hLcB5uuumm5oADDmiOOeaY5tFHH21uvfXWskLOcYJPMdGHT3CoPTEwOXIuDAcHGSi+ySlHzIokMg4WccL8hlsm0Ig52ASD4JQ04BkC0P/99tuvpInogl9wEsZxvEyIYJkyic9J4ljBMdcmhX1Eo7JIo5YTM6r7yH/Dhg3NRz/60cZcYZTAdTJp3UalUeOacjqUcx7K2iedHn/88c0f/uEfFlIv5oF0aZw5Nx4dfRVj0HjS7ksZh7XrQ6dB1hj37Edf+2rolI7olJ0dJerEFodNGxVmXq7BGdhx1113NZx+Xz698847SzvBJTqAI+qLaIMZFnx22223ggtw5ic/+Umzyy67FFxAnNCjRaKnn3664Ai/Cq5ISzp8M7gCY77+9a83P/7xj4sT6r90LTZJV3+BZ8I9+eSTJYy05a8NFgZEFB8NXlmgUQd5WISCeTGuR7UFHOA7Kmftr71GP1NW/ayGXHrppc3HPvax4tsaf3Smfd/ylrc0xx577KK66qp85h0ORGbtBSjzJX6+fsonrynstDZfzKZMqzzmdMaPPm5c1RR9zDg1jmvbfJyQvJH1i9mBaehDfuo7i3kuG2hOf8YZZxQ7uNz6zYzQA0YcJQDBuFvxAbRWYBltvwOUDGSGRAePlSBKZ9gffvjhcg04ATDg5bP0QMYkhCPkPwA0QDlNwrl+2GGHFQMpHSDmHsPFEfJbx77tttvKypey/NYuOzULB+zU7PTS5T1qtdxGynipgdRAvzXwvK22bV5UvnKbhF6/W2pppYNTN9xwQ8ElZAIyiRNy9NFHF6wx4eTswAs77xwmYTCHc8PR4cBwVmASrLEaZ8LiOiA3iXAOn+zYC6cKJsE1WAUjYZDfjz/+eDmHXzBReUw6EXz+yxthKB2TYRhm4Us5DzzwwOIATjpZEg4mSrP2ZL7dUur5xS9+sfngBz9YHNf2vfy9djRw2mmnNe95z3uaE044oZB4as4BMHb0U/3f0VdRVuUkxlNth2lSvUQ56ZU++15WjjdhIxfTKd2zg9EGk+qjb+H4M5xfC058JbYeeaZusZNJm9lhB5u0JxtqpxPCG7YQcZ3HPe0dmyH85otJGw7xvZBIwl5//fUFUwIfpBu6FdZ1+KddEI6uwT9pw0SkFKLimmuuaa699trSbhxa99RhnCjrpk2bio8mz5oyC0Lvsssuay6++OLis6qrdjRXeNOb3lTawkLGtEW7OvQnR00xf+Gv6xsWKmuK/j8rQs+4Nfb0cXxGTQlCj91nT2uKx8r18YXB3Jj+a0rMiWdBZPIr2L6zzjqrLGost94zJfTsduCg6DQMBaMRRlOnsmqEmQdIAAixB1zCURHfYOdAia8DAgyAzgDoEABAQ/nPWZIf54Rx4BDpPJQJ2OwWjAmBcMpz9dVXF9CR/p4LuzRHHbfQ7LJux+XqO+OlBlIDq1ADZYfedoMdetsnobeamhehhwyDHxab4JBFpPaEA87AHDsQYme3cMKbcMMazgvni9MVhBzcgnEmEA5h4Z604RqHyOIS0pBDBAelaSc6gg9+CWcxDCZaHBOfw+U/x8jLtL/yla8U58/EEBHikUX4NonEpBb+OWYl6nT55Zc3F1xwQRJ6s2qEHuR7+umnN+9973ubE0888TmEXswdZ91Pt6Qi801zXPYiji3FmdX90GnMz2dVji3lGzoVLubv4+LQPduobvMsCD14YicPfwZ2+M/GqyM/SB3hi5118MFiEkzgJ4kvjoUm/VA8RBFsgRnIN3HYf7vmLFRxOOEHW3zLLbdsJhzgExyCKXwo94W3u1zejnvuuadcg6N279ntbgegfBxEOwYWjmsbaXsMVbkRhTWFPvUdNkY5a4idkB/60IeKvuVLx9ogdilr62mLPuDQbxw1RX/Uv8x3gqiulX/YCW1de+5jjmkM6+PGYU1hF4xF9oQ9rSl2GcvbwnMQbLXyZxvZQvX2v6Z4aoc9PPXUU1dE4M6U0OMAcVSAgcGqIXViRkonxs7r0Iy334CFY8SoGeSeM8dkLwwcIEy26xwmnRBAaRiiY2gs6YaB4HgBMOGkJSyHyX/knvTEwZIDvzL58sjtr76dj9zW7OmZV2pgDjTwzCO36waP3O6Rj9zOQXtNWkSEHpyyGASb7FJAtJnscUQ4KIAYLsEIzovHmzge69evLxNhuGRSaLLCWfIYE7yz4088eAXLxIE5sAchCBfhlAM22tkHm+CY+HY5wCa7/Nw/+OCDC37BSvcthpmIwjC4Jp68TMonnbDIz2ReGrWcmFFtQzdXXnll84//+I+FwBwVJq+tfg2Y8L7zne8sYycm/Pp+kOH6uTHZVzEGg0xayjisXZ9hndLrpDajdlnbOmXvxjmhwuknYdNql7PL/PRxTj/SDA6xzeplAQhWqSdcgiuwwG9hg5CiC23M/xE3cGfTYPcbTJG+MA74BYssQCHiYAFchIPSlb+xqH/4Dy+VQ7o2VsAhmyb0IWm7dsQRR/wGUWE88AeFGSdwwM5E+SIPawpdqJ8+VgsL6cJjt5/5zGdK+3n1x/nnn1/sn/auIUFkah9HTTFf4tObE3n6rqbMktBDWptv6uP4j5oyS0KPXWGXzJ0D32vVnQ1kw2aBdYh7vsBJJ83pRzF0WMAAOBhpldGADJjVHcYKMGPm7Uq49957C1AtDMg7JJ/74nKOGBwOELJOZ7AC5NzqlPg6qF0R4SA5R+IxTtIGeIyGg/NkpwPjEROv6FD5UYzQRP5PDaQG2hrIj2K0tbF6fttZYGIFizgSsAfBZVIPH/x3brJvkg9P4BhnCxa5zhFywCthTFpMFi0gmbD67TrHyYQCdknTOafJb7v84FvsVlceeXFsEHhxL7DTI8HCDgusVR/lnkTgrPqIZ6IzKzEvsCvkc5/7XHmP4ahy0DUZ59CPijOLa8rpUM55KKs+6eiDHH744eVxM+S1cUOMM5PxmD8aZ30V7W48E2O+L3od1hedmifTKX3OwskZLtO487ZOzenHjSnh9BMkVrTBuDT7fp39tnCkD/ntUD+YpE/xd9hMfhWfxm/+TRBscAJuwBDtLL5NFNK0SYIO+UXaHx7x1ezQcwgrzKYB+Sd/hB2fi8SOQTjpnvIog/BBKEqXfyXftmi7JPTaGnnmN33zc/nM9IzU09a1RBuytdrHUVOS0EtCr1Z/S0JvSpqOSY5JRVvGXY8wQEiciNcO755zhjDuRzz/3XO047fv+52E3rBG8jw1kBqggST0Vmc/sAjEMQH2nB1OCJwIMoHjxOnhKJl4I+E4MBaMLCjZVW51OcLTkh0UcCZIOmE5OBwjux1MYhFpnC1EmveKcHTs/hPGfQdMiwUv8TwaLH87z8et6s4roTdJ71J3OukzoaMeyjkP5JM+qr/T6SzJ3C21vXImobclLS3tfrR9EnpL01uGXr4GktAbrzvzEGSpeYbFwZqShF79R25zh17u0FvOGJ/ZI7fLKeys4yShN+sWyPxTA/3UQBJ6/WyXLNVzNZCE3nP1MYuzJPS61XoSet3qU2pJ6HWv00xxcQ0koTdeP0no5SO343tHt3cs4rH/FvEs5tWUfOR2Th+5rdlJusorCb2uNJnppAZWlwaS0Ftd7blaa5OE3uxbNgm9btsgCb1u9Sm1JPS612mmuLgGktB7Vj/DT4wloZeE3rO9Y7q/ktCr/77YuX+H3nS75HRST0JvOnrNVFMD866BJPTmvQXXRvmT0Jt9Oyeh120bJKHXrT6lloRe9zqdNEVkjtc8xHsLPfbsVUGue/ffUt6fZocNokycxd4bKG2vjBB+qXmMqpey60PtV03IQ1lc9xin/21JQu8ZbdCdV2h41y09eTWH10hsGryzMB+5bfeY6f7Wd+nfWDQ2ako+cpuP3C6nv+Ujt0vQWhJ6S1BWBk0NrCENJKG3hhp7jquahN7sGy8JvW7bADGQ79DrXqd2auQ79LrV65ZSQ3qx0d6/6qMVCLb4OAVSAbnjHa1B8Lmv/zv3X/wg55wjI3wwKT6O4Z7rRFwSaXmXK+IIaRQviHePRBzxxXMd2RHn7jsib+VHiHjna+SjLHaaiefdsvpWW5LQa4r+fZn4pptuKu/Mo8+TTz65OfTQQ0t/SEKv3WOm+zsJvXzkdro97NnU1/QOPUaOBMg8q5bp/kpCb7r6zdRTA/OqgST05rXlll5ujpWv/nFqOD6cIM7KsAMcjy5w0MThwCBz2jslYJkvEMKyCD9JiTg/jnCuYhfHluKuBkLPDga7F7RBzAXUO5zQvn8Uo00+qUtfRZ/Ur/Qx/btPYuz5KueOO+5Yxk5bp31uf+WO8U+n7f7bJ/2GPdL+9Kmf9rWsbZ2GTRyly7DXff7KrfL7oqkPIAQeaAP6Z7t9sTZIPfbPF2hhiq+dax84E/YRcaavPfLII+WL5z6gJI76Ex9aEsbX0JEXvuLuw08+xuRcOspAlEFa8tNvjTcfXpKfa8IL6zfb7Iu2SDtp/+hHPyplk5cPQonrw03KIayD6HPydIwTOrB7Sd6+pFtT9B96UOdp2UPtfvHFFzdXXnll+SqxfI499tjm93//9ws5itDTPjVFu2nfmHPUzBsxrM/ou4jtmqLO6q4NtHlN8SE0Y0kfh3M1JeyOcRhkfK3877zzzpLVQQcdVMZarXzlwy6xoepdG+tuvfXWYtNOPfXU8kG85da7Nzv0GAvGOiaROrPBZMLG4TGpoHADyznjCshc85uIrwO6Lu5iosHCIRAfWBnAi0kSeotpJ++lBtauBpLQWxttDzc4K/fff38B3gMOOKB8XdYXZvfff/9mYWGheeCBB8q1fffdt2ATBw1+cW44MhydwCy4Jy2TKHGlDwPdj/8xqXLut/92OtjBIX7svoCF7geejWoRGMmBmnSC6mu7nBjxFnO0RuU1rWuPPfZY89WvfrU4oO0ywXD6m7Ru0yrfltJVTm2knH0ua/Q/Oo0+uKW61bpvvJx99tnNSSedVOZ6+r5+GnPFWuVYaj7tsclRpNs+iranYzpNQq9eC7GziDX9+MADDyykl9+bBo9b2rnFudceCDw+Eh8G0RGPZepPP/jBDwpZp+3c8/hm4ALcsGuOINrclw8/65577imYwj4pB8KPT2RswQF9AvY5dx2pxv5KU17K4H4QIIgnfpgdgnBKPGkjpWCjPG+88cbmlltuKeWDj+5Ja5yELsStTWzF2KVL9ZmG+CjAhRde2Nx7772b80B8vuENb2iOOuqo0nbRftPIf1Sa2tAxC7x66qmnSv/SL/SPmjJLnDZnNLbXrVtXxknNehvbxro+Xhv32Tiy9957b5GP6VonYXdmgctsvnF95plnrqif94LQA0KAAKDoTDqxCgKAY445pqwwcZg0MgAJUNltt93KJ7wReIQRBHY+680A6ZQaycDUMZ0zSsK4BiRdZzClASSIfMUTHhgCNmV83ja/bH619VPNL5sflXD5JzWQGkgN0ABC70Xb7tG8+IXrmm22fmZVOzWz+jQA7K2e3n333QUj4NPjjz9eHJMjjjiieeUrX9lcf/31haTzmAwngDNkZwUHjNMDtzjLBBYJD2/gmx0SsAkGCcOBg0GwSFp+u4eUM9mFlyYC7sMy6blvRVt8eAm/TA7DIVlKq8BFeYiv7n2Qu+66q/nQhz7UXHPNNcXxjDLRAekrSTJcznkqa990as72vve9r3nrW99axovx49D/2yRv6Lwv/2MM0ieHqW96DT0ZS/Rp7Bv3dNrXsrZ1an4/zglVJzaRPWZj+ygwgu9D50G06dN22X37298uO3bgjzqqAzzhtyDNtBGCjn/k8VmEG9IrSBFx2HFYJH0LQYcffnjBI7rgf9kNRZ+O2FSBTIFL4XftueeehTRECMIWOtdXlEMe/Dd50rPyWYBBMiqvMvHPgtC74YYbmptvvrnEs9AFG8OfG9U+CL1HH320lF05aor+Yzyo4zQIPePrjjvuaD71qU81dioF3tLtueee25xwwgnNrrvuWo6a9dYX+NPqra1riv6o3+nX+kdN0V/VfRbEFr4DqW78Gqc1RR/X1/W/2jbfYjixM1G/rynyU98YdzXzZnv18de85jXFZi43714QegYMRpoxYzj22muvsuUckB199NHl3sMPP9ww4ACBUTOho3wrVQEAGzduLCBkAAAUnRIYCQMIDE6DxM4GjhJAko6GdF96jBbAkZfrnIbrrruuGLI9Xv6y5rBX7tm8bLcXLlffGS81kBpYhRp43lbbNi/abl3z4u2T0FuFzbu5ShwYDgh8QZzZcYdcgz2clIXBLjtYxomxouwwOYFpJgowKSaKEoVx1157bcEX6ZnAwkPOEGyCQ9KDXZwx9+Gbe8K7Jg/l8ds9k+5DDjmk5OuRlQ0bNpRdg9L0+M5hhx22GTM3V2zMD5O7mNTWnsyPKVJjF8MFF1xQHkuC5ylrTwP6/1/8xV8073jHO8p4Mm/UT/XRvvTTUa1i/CsnMdes7TCNKtOoa8q52nRK1+pkXu9/HwUph7CCH3wXAl+CXDv44IML8cZfMQYQYGy+dzCpn0Uk/Z+Pg/iDDfAGzgjnN5LtySefLPGPPPLI4lPBpiD02HxYIU/h5WHRCpbQnXNlClIrNkPoz/CR/wSznEtXWYWRHsxaGGBkEHowy32i/Mq5mEPN3tvRzg+URk0xbumGfqPuXee/abDJ5NOf/nRz2WWXFX3Lz0Lf7/3e7zUeQ9Qn6LemGCv6wTTrPa4+SGzkNJK49s5Euld3/bE2pnis3Hgxv9TXa4oxzv6rtzFcU26//faSt74ei9618o/8ZrF4ZZcyTuqUU06ZeG4+Si+9IPTsOrC7zsDVkYAJ4aQALUAEoBgVA5uD5BqjGo0ADHQGBl98K0oGhN/SABo6p8ZyLhzmn6PlHoDiPAEUcTw+RcF2T9gWbkDvvsfOzcFH7tbsvMt2o3SZ11IDqYE1qoGyQ2+7wQ69JPRWbQ+AMSaYGwYEGWyBPVbVYJYdCHYowBE7IOCLCZHFJJMy2MJ5IfDFRFEawiADOQucL44c0o7T5BqMk768YSB8gl8mm/AJnoknjhVsEyG7B01+7b7guMEwzh2nigO3fv36iScNMDfKUXtyN64j3Xbbbc3f//3fJ6E3TkFr4Lox8BcDQu/tb397mRdGPzVPq+18LUXdxrKD9GU8jSs/G+WYJ52yk45R4rr69JnQU24bDezSQ+7QPfzg78AKOILwY/fZczYfQQdD3Gff7dazAQJWLAzIMzil7jDJPT4UPcArafsPZ6QLx2CLOPwi4eAZfFEeeGKsKYe0pWk3kbLAHOWFiXw5ecI8cWCINOGh3eN2HonTFmVACAbB174Xv+VHN9KZBaGn76gjXU9D2AT1u+SSSwrBqn3f+MY3NohchOqsCD19Qvs4aor5lv6jz9rIU1NmTeiZS+rjtQk94xRGsTG1McpirbzNUY21mmKxgc1Sb/9ryqr5KAbFAQuAxPg7ZzAZbMYbMYdc07EYUUoHboCGBAmHFOS0GIR+AxQOj/sAgiGSJhLPb2AifQZTvtI2eDhZOtSogZTv0KvZxTOv1MD8aCDfoTc/bbXcksINEw4LTVbJYZMDfiDV4IlJt8k3zOHEwDOYBWdMTDlf8Mw1L8IVB17BM+nDHhiGsHDNIwjysvCE7BMPjokjD5M+aXqPkcm+x7QsbHHCEHrDIj9xYOwkgnw0sRLPRKcPgrD88Ic/3Hzta19b1PnrQ1nHlUE71540jivLPF7XL9/znveUnSsIBuNCPzUmEBl9FTZBeYk5Z1/7gP7JsaNT+pyFkzNpG7Z1yoaOc0KF00/Y1miDSfOYRbioh7ZwjBJhLPQg1RBzcMLYYN/FUecQfc2xWHoRdtR/my7g3X777VfwRdpbStN9ZRwuy6j0td1aJ/RCL8N6g+8+mJGEXmho+v+T0EtCb/q97JkcVg2hB3gAEqBgrEzIOC4AwISC48JZAh4GGMfCffcWBitECDsOFcfHdUScNDlWwtiubOJkUmJVSF62jyP0OEzYb/eAiV0RMRm0igQY25KEXlsb+Ts1kBoIDSShF5pYvf9hhPe3cQoRZ3YzwBIEH8IucAYmwTP4Acc8PsFRscqM7BPWdcSU1XhYBKeEkZbJPPxx2GkhvI9veNTILgoOKcIOvlmAco6kg2XyMPG3mAUfh2U1EHp0vmGwS5Je2yQjJ53uJiUrh3VT69y8w6Gc81DWcC5r6WeSfBBNZ511VnmvFF0moTeJ1iYPE/PvJPQm19ksQrJ/7CG7zvZb7NF20xDYxD+CR8O767rILwm98VpMQi936I3vHd3eMa9kQ9iWWFToNofxqeUOvZPKXGa8hha/04tHbhcv4m/eNcEkbeCKVaC4NnzeTmVU/Pb9cb+T0BunmbyeGljbGkhCb223/2K1hzcO2BT4FOFjwjTJbgdxFsO1SHOx/6uB0BtXP04m/cSi3Lhws76unPOwm0xfNbmn0zZxOmv9DeevnEnoDWtlZefR9knorUyPGXtyDSShN15XSegloTe+d3R7Jwm9fOS22x7V09SS0Otpw2SxUgMz1sDgm4CDj2Ls0eyUX7mdcUtk9otpIAm9xbRT514Set3qOQm9bvUptST0utdppri4BtYqoWfBxEHsNjb2hiUJvST0hvvEtM6T0EtCb1p9q1fp/uKXTzc/ePqR5ulffK9X5crCpAZSA7PVwGAvS/PiwVduk9CbbTtk7otrIAm9xfVT424Set1qOQm9bvUptST0utfpLFK0M9yOZYffCCMOu9cXjSKOooxBMtk57lhMvDbADl6EnB2d0vbbNXFdi12+0a9GvcNwLRJ62sVroLzbnU68dso7cYf1k4ReEnqLjcEu7yWhl4Rel/2pt2kh9P4doffzp3pbxixYaiA1UF8DHrkNQu/5W29bvwCZY2pgAg0koTeBkqYcJAm9bhWchF63+pRaEC/5yG33uq2Zove6PvLII+X94gg9tse79rwvPBx3ZJv2dh8557f3uXo3ufeyehesMMg594bJPl/l9R4/pJMv3Eo7SCqPwse70b3XXH/ykSfvgEUutmWtEXraxntxr7rqqvI+WO1x7LHHNqeffnppozaRmoReEnrtsTLN32EX8h1609Tyc9NeNR/FeG61+n2WhF6/2ydLlxqYlQaS0JuV5jPfpWggCb2laGs6YZPQ61avSIZ8h173OuXYJaHXrV5rp4aU8zV1hBCizUcGEUVIPR+38BENu8MIos59Ywkh56NPvpprx5h07LzzJV0ffPIxJuSdjy/5WMa3v/3tQho6RwKKLx+27kUvelFJF4FFfOTQl3J9zEla8kQmCo9EiHAl8NAf5fAxJHnsPfiQVE1RPuMB6blYGSctEx196lOfaj772c+W9kFwHnrooeXL3SeffHLRdaRFT75kjAjVdjVFuWLXJdK1pjzxxBPN9773vfKBMMRwTVFnddfWtT9e5WNoxpg+bkzVFH08xiKbUFN8dA6e+wicctQUeEfYIPaoptx2223Fzr7qVa8qdnG5ec/koxgGh6/Z2las0QwYHScG0HIrE4POfx3SYLSlWV4EUAX7vJw8ktBbjtYyTmpg9WsgCb3V18ZwyU4FOMWRIZwPEw5OCoxZqZg4xAQCBgYmwi1frnVPfpwfx0rz7BOhp+4mrRzKwOiV6BO2hz5Xks604wZRos5dOIbTKq9+Z05Gp9Mop7QRChyW4UfMllIn5UxCbyka23JYOo1+yhaFjdpyzPoh2MToPwiHcU6ocPoJOxrh65e2bo4IsPhy5CGHHNLYJffYY4+Vr+Luuuuu5avr7tMbv4ktjh11xrzx6T/ccB/BIA2268QTT2x22WWXch85JR1jWnjnSDdj28HO+2q7dBy+9o7Yu/rqq5trr722pC1fJKF+N070xW9961sFjxGUNSX6mf7VBbGFtLnooouaO+64Y3OfRZ6++tWvLgfyLsRc4Mknnyw6rU1s8aMd2t9RU/RHZGaQzzXzZiO0+WI2ZVrlsePVGNPH2auaYgyz/7Oot93E8raLt7aNDgKR/TLnqSkWKRD1r33ta4v9XW7eMyH0bNHGxBqk++yzz+bPru+xxx7FUVIZA4nhpFgNq5EDqNu/3XcIj8knzgE3J4zxt7Ih7p577lk6insRx3/3pOk3YbycD0sSesMayfPUQGqABpLQW339AJ5cf/31xSE5/vjjCz5s2LCh7Do47rjjNpMd7YkA3GhPiJwHlpkM+w1nTJbgDHn00UfLuXgm9JykTZs2NXfeeWchFIXhSFm9h2niSsfht/Riwu1ceaQ1SvpE6Jk4WZnk1DzwwAOjiruka4HZgeNLilwxsHI6lHMeyko10yinfn722Wc3Z5xxRnHul9sEdJmE3nK1NzoenSahN1o383S1TejBj+9+97sFW+yqQ+gdeeSRhVAzvvlZSKOFhYXNeIKIs7sPpvhvZx27jejzeCiccY5wuu+++8quPuFg04EHHljiwD3xOemBP0Hosf8ILWH4g2yCsTxO1AcRhiS0e7CmwFg64i+q80qFE/+Rj3ykzDEiPW3yxje+sTnnnHPKbrzIg8+MiEWCIkZrijo7zC0cNUV/RQ7rF22Cs0YZ9G1trm1qE5n/9m//VkhwfdzicU0xVtl/9Q7OpVb+9957b8mbnRk3h51WWWIhYRaLV+b6+rfH7dm25cpMCD0rPJdddlmpgFUe5B6DtX79+vK+BoOHUWc8dCoVBRB2RxhgDsBAdDxMNiUABvc4PwAHs/3ggw8WUAEEzvfdd99inKz0eDeEuBpQfv7rwIym1SVpWSFwFMDb9n+brbb9UfM/W//nILlr8wAAQABJREFUcvWd8VIDqYFVqIEg9F6SX7ldNa1rldQOApgAaGHIV7/61bJqethhhxUMgk9WzOFQ4ISFI3jFaTIRRsLBK7v94Iz0/DZxcu/2228vzvP+++9fsI5jwzkyqTORhVHw0WMIMEs+4pmAuC49v4XjWCEFOU8ed3JNeNfhWTzuqbyTiPKqg3S6nszD4Guuuab5wAc+UHZ3TFKeDLN6NGCc/MEf/EHzu7/7u6Wfr6RmxpJDnzIm+yrGnfFkPmmeOw2itKu602cQNubGfZXQqfKxUYvplJ1kA7XBWhCYtXHjxoI3CwOiDjlijOh7MAphgFTj7/ht8wMST7vzl4wluMEHgwHCWehyfsQRR5R0PBaJxAuM81/fgV0IGSI9eodVMAzWISqkH22m3ZRX+caJtL13jn9nM0hNoQf1oLsubAw9f/KTn2w+9rGPNXSob3rk7m1ve1shWuUV4vFn8wFzDXazphgrjq7qvZSy4wqQzHYv6U81hf61uf7Z9dxnS/VA9uof+rgxV1P0QzY1+JCaeZsLE1wQG1JTzHUJ+7MYhkyjTLfcckuxhyeddFKxk8vNYyaEnvctABFODceDs8Ex0XEZbMQdoWAgctBBB5Xrmwa7FoCCDmeAASSDjjG0NZXRA0LIPQYAsXf33XcXQyhdKxuAQPrODVbOjjQBlK29yoL0O/zww4uCL7300ubyyy8v+e2z357NSb+9vlm38NLl6jvjpQZSA6tQA1tvNfjK7fa7Nzttv67ZJj+KsSpaGKFnxdAu7yDw7CTj+MAe+AVL4BZHJcgEeMXBES/wKCZHzmGXybH0YZR7rsEm53Y2yNeqXeSD5OMEwUBYKR2iDAi8yD+ItxNOOKGkw0H7/Oc/Xxa7kIAe5xl+P89ijSV/kzvpdz3JoS8vBP+bv/mbxoQmZW1pAMHw9re/vbwzaqWPz+mj+uo0+mnXraKsXY+lrssovWmO/a7LS6dkMb3qG8IhJ8z914KwsZxkmyb8tlkBlvGREGP8Hfjzile8opBUdovDGpiCXOMbIa+QePwxGCQOzLOLhiBd4JUw0uE/IZ+kBXOEk4dFKriFCDTeh9sABsIzGDZO+G3SgZXyqSnGA5KhS2KLz3nJJZc01113XfFPzzrrrOaoo476DafefCIIPT5zTdFO/Gzt46gpuIIg9OxerClB6On/2rymIPSCi1hLhF68HmBWhB78YKsWw5Fp9IO5/igGAGDsOTxAFtEWCjR4DOBYHQQqQCQGNkACEth6YMMg2oUHgMQFFAyv84XBhNHAEEY+jBFniEPm4DApCwMqTc9vIwcZzKOPPrqAFiBEChrQ//e3BkThPjs0O75k5e9OmkanyDRTA6mB2Whg662e/cptEnqzaYOuc0W4wQSkGCfHxNaOA4tFHCK44h7s4KhYUIJJcCd2hosHj9xH1okH3zg/nCCPQVmgMonwX9pB6EmD4wIb4Z/78E2aHB8TfLsdLD7Bt00Dsg9+uecRYdctWMEwj+uIzwmCfZOufgqn/NOY1HIw7YC84IILyovbu26/TK/fGtAP7UZ585vfvOLdF7GLZBZO51K0HMSjOLWdxKWUU9h51Ck7GL7EqPqy4YipYTJpVNjVfo2uCPtO6M216KOhR+dx3e9RMpyWMO1r0nKIPy4NY3etEXqjdDnqWhJ6+ZXbUf1iGtfME41Rc9IYw9PIZ1SaSeidVPBplG4muTaTHXrxVSQOEMLONmLG3OoL5wgzzYHwglROk2vAwLXYmcBxEl6nszWV48FBiPviIgoRh5waAsR1VBMV6VkJkibm33X5SosThUSUb1vyHXptbeTv1EBqIDQQj9zuNHjk9vm5Qy/UMtf/kWhIMhiDuLOYBF/gDOzhGIajY4EJptxzzz0FT0yKOOxwCLbBGjgHz5Buwtvth8CzEsyRQc4tDMhAOxrcQyZanYVDfkvTY0rydNgdiCBEAD700EPlEV/pIgvhl50Yw6LccG5SMkGZYGtg7XB6KzmHvTfffHN55IjeVirhmNaehC613OYaDv3F0VdRxpBplNP87LzzzisvgkZSL1eU01jUT40z47Ovoo+afxL9fxp67aLudMrexLyaDexrWds6ZWvHjX/h9BM2PNqgC11lGt1oIAm98XpMQi8JvfG9o9s7SejVx7q53qEXDpFuyLGIibjJGELNNY6Kc44Ewg0Q2x0hLCcnSDmGDikovMmH3yYeJoicEWSeHRHSlA6nTBzXPWar80oLmHi/hHDi2uE3DPpJ6HVrODK11MBq0UASequlJZ+tB/INTsAeu+GQaRZ7YBQMQ6jBKJgCR4R37rEji0d2oMMreOI+RxLO2BUOp5B4wsIrmOS+D0MhAWGWHXp2lLsPu+zwg4EIQWVxSBdRqJx2FArLofXulVGP5vSJ0IO1SFM7CJGQKxXEqPrTcZ9FOc0tEDp9LitSJ+ZZ0yin/ouMtmvUAu1yJQm95WpufLwk9MbrJu9MRwNsTO7QG63bJPSS0BvdM7q/ak7J/ucOve51Oy7FuSb0xlWq79eT0Ot7C2X5UgOz0UASerPR+6xyRRw5THwcBJHWPnefxP1yMvgTO0hiIcv1cWEjTvv/cD5xb1S6cS/+94nQizJ19R8pRAd93qGlrso5D7vJ9FuTezo1ue+rKGfu0Ou2daLtc4det3rN1MZrYDUQenDcQg2baTEkngobX+vJ7iShl4TeZD1l5aGS0MsdeivvRXOQQhJ6c9BIWcTUwAw0MHhd8uCjGOuafOR2BsrPLCfWQBJ6E6tqagGT0OtWtUnodatPqSWh171Oa6SIULJLPBY1OOfIbu05DYkFFPn5HWNRXhYBkFpIYeUSxiKWMrk+LPNO6Kkj4m3T4DUddu/HF2k9PbZS/Sehl4Te8HiZ1nkSeknoTatv9SrdQuj95yPNf/78qV6VKwuTGkgNzFYDduj5wm0SerNth8x9cQ0kobe4fmrcTUKvWy0HiTAPux4RGkFm5Dv0uukHbZ0ihRBLo0Q45NZqfoceIsnrIbyCAcHknaoLg/eysjlecWCs0ANpnwvruvuhQ/00zt1ziON/fFQEeehVD16dgHQS3iP02sA70r32SBmQe14XQf977rlneQ2FNOQbIu15fuTWayO+8IUvNBs2bCiv5fCajNe+9rXNKaecUl4TFfVczv8k9JLQW06/WU6cJPSS0FtOv5m7OD//5dPNvyehN3ftlgVODUxbA75yu9N2A0Jvh/woxrR1nekvXwNJ6C1fd13FTEKvK00+kw4SIR+57V6nHLt85LZbvU4zNeTYnXfeWd5H6mvoxoUPICGWtCWCzf94l6t3wYrDHiHgguhEHiGbvS+WeDese979CT+k4b2w4iH/vOcVmeXDRkg574UNctB14ZRFOP3Ju12FMWZ9IBH5SBB84ktznMjfB6DsevNO2ZqiTnQwqoz0ePnllzcf+chHmk2DHXrO1e/kk09u3vrWtzaHHHJI0clyy6sNvJOX3n1Iq6ZoF+TuqHpPuxzeF6yP6M92PNYUdVZ3/VHda8rDDz9cxtrCgIzX12uKMWq8xqPjNfO+++67S3YHHHBAsRU182bXiMUH47em+Lqvd3Gfdtppv/Ex1qWUYyZfuV1KAfsUNgm9PrVGliU10B8NJKHXn7bIkozXwGol9MKB4pjG42bjtTDbOxw9k0cfRun7u+mUkzNjct9H4XhwtJPQ67Z16FXbJ6HXrV6nmZoxesMNN5TxcMwxx5S2Y2MQdz6wZCcdQspX09lIZAXCzcdpkG6u++/jgHbKIfSkiRT0oSa/jTX2AJnG6XbuOgJi04DIsvvO4TqiDsknXXHct2MPueUr7PoXEuyqq64q9+3kQ9y4Pk6U225ABKPwNUWdkDwwZph0dO2yyy5rvvSlLxUiRrmMoYUBIXPOOec0RxxxxOaducspszbUVsgdpF5N0U8c2tBRU5DQiGAfqfQxzJoSO1TVWfvWFESm3a/6uDFTU9gIfVcfr11vNkLeSGv6rymwzjxSvWsTeuwnu8lWrMSuTYXQowxAokPqHMH4hmHYUiOF4QgDOip8GFWNHwNvVLjFrsVkOjqwsMBJ+aUp/7YkodfWRv5ODaQGQgNJ6IUm5uM/x8DjSf6z9ZwaWEI4FLBqEgms8x+psFg82BL5ySPymySf4TDSgl+Br3HfNXnA3FGO0Wol9GKXiJ0MdNNn0TYO7dTnsuqf+lfMtfqmU2PWbh/EQxJ63baOtmc/op+yK2xcH6XtJyzmhAqnn8ROtD7WZSVlYkuuv/76gkFB6LGL/DBfVo9dP3Rg7PgS+n333VfGj90hduYhD5BHjz32WCH3YOPOO+9cbABs22+//Uo6+saRRx5Z7AOC7YEHHijpHHTQQSUNj9faLRjEm8eA2Tv9Cjm4fv36UgbxkI1sDMJGXso3SvQ/+PWNb3yj5GWXX03Rf9hD/ukwoefaRRdd1Hz4wx8uulZW+qKjd7zjHc1JJ51U4i63vIitb37zm0U/e+yxx3KTWVY89dAP1Fk9a4p+i8jcfffdS7+pmbc6q/ss6m0XKiJdH69NZLL5xil7UpvQYzPkfeCBBxbsqdnebJpxG7xQzbxvvfXWYtNOPfXUYjOXm/dUCD2rO4888kjz5JNPls6IXWcIdUwHwxiGwYBxruM4KFRH5mwBHSsS7rfD+I0wtJKk80k/0qEIHUI60hPWPeeOuGeQ2sqrXOITYQGRBrVN3WpVxHP/F7/6afPvTz/aPJ3v0KOOlNRAauDXGkhCb366AtvPubn33nvLTgQYYrdB4ISVsphECQtH4IQJXmCU/4Fh0hLOu4NMCmCMsO67Ll3nsCUemzFBJRE2sMo1ceK6uFEGacR92GWSzzlSVmGUESZuGqxymvTvtddeJXwbw2LHRpS9BFjkT/tRq1lMdBYp2nNuff3rX28+8IEPNP6rb59F24bMS1n7WE6kxbvf/e7iLCehFz2qm//6aBB6xj0ypo99QG3N29u2kS0dJcKtZkJPnTmGMGBhsDOMwCb11oZsPoyAAfwqTvP9999f8IMP9OijjxZMQZBHHG1u1xz98ssQbnb6CY+sQrCxuYhDZF/s5LNTUB8yRmEYghBZiCSQFuIPbgWeKqvyyUNfGyfyCxIS3tYUOjFXUM5RCzF0/bGPfay54ooryryC3uy4edOb3lQWHlZS1nyHXr5DbyX9ZylxYw7LZoyzpUtJbylhPXrKbiD8jbWaAhvYO/WujXVsKL4L8T9uQWMSXXRO6FHE7bffXt67AFSsDmHYORxAxHPwwgAVhj5WV60KOXQgcRwMvsq5Jq44rgdocI6kKxwjqyMyukCLwRUWiHBK4pzSXLeSL90AL4AkLMOpfLaESxcp6SAv2G7gqO34dNM8/2eT6DbDpAZSA2tEA0nozU9Dw6Pbbrut4Mjhhx9eXiKOHONMBO7E+1rggQkGB8ZW+HhpNywS3nUOlDDuczhIhIUrnCCY5REkC10wyGRFfOKRpMAt2CMP/6VhUUkZolycIfnBSvjkkI5rMBKmelwD9nJ4lAd+KYe4wsA5+U0i8Fc8+cPavsqNN97Y/PVf/3V55KyvZcxydauB4447rnn/+9/fvOpVrypzPvM+k/FRzna3OS8/NXbCGDW+zVn7KspJn8Y+fc6DTumSTul2nLC7bKp6rUaBC/wvO+L4N/wYizt2tVlQ4iOx/3bkWfDhQ/GPYJL7NlI44JswsMkjnrBIGhaLXIOb4iPqbr755uLjhW79h6fwAj4i+vQnO/ngicUzj9TpX20RPvC1fb39u8+EnnKaW3zlK18p7/k79NBDyzv0YP9KJQm9JPRW2ocmjZ+EXhJ6m/sKELnuuusKaBx11FEFYBn92ELKoAew2KUQExwOA6Nl4gBwgQlHBUAx4gAgSMBjjz22TIqAkbTFcQ+QAxtAAVA4LdJxXfpIPI9o+O9cWIAjPqBC7rnGmQtC75JLLinveQA2++z38uakMw5p1i28dHN980dqIDWQGiiE3vZ7DL5yu3vz/K23TYX0WANW0mHH3oP3AHFK4AOcueOOO8rjMjAMBnEuOIgcInjBqQlnxzmSDC6Jz0FEqtldAK/s8hNXODsZ5BOEHtXIn2PlmvzkEXE5RPAGDkkLXsEyRAACz7n7iEKTL/FcC5x0beHXhB5cg2HqBtte85rXlK/uceImEXnCaGV09FXMOf7qr/6qufbaa/taxCxXxxo48cQTmz/7sz9rTj/99DI+5qGfKqODsBuOPooysjmh076XdRKdqoNwbDW7tpoF9kQbqme0n2uhq1H131K4wIBJF4Qijy2lK9xqIPSivl3/T0IvCb2u+9S49JLQS0Jvc99guG37RpJxmKyYejzIf+QaJ8mW6YMPPrgcVnfsILCKwzGxuwDgCmu1QzwdjCMDpDhG4jJw3ikQ2785YMJyVOTn2XtOlZUn4Ths0o2dEog9xF8QgRwf+XB6hEHo2c3gOudLvV644/ObHXb+VbPNdr/YXN/8kRpIDaQGniH0Bl+5fWF+5bbvvcEikPf2sPMLA+ILJlk8gjcwgbOCuEPYCeMl3hs3biz3vYoBFsEYh0Upjoj4jnAUhXEdURfvGoJVdugReCRv2AJ3YBVcRMq5DsvEdx8uytc9+GbhST7htAkHD5VHeeGWNOzQUzf4hziEf0hCi1hRzi21lQU4YZVBPn2Vm266qfm7v/u7xk69eRBOtTlF36XP5bSw+773va8Q1Matw7gx9+yr0KdxqO2N3772gSgnndLnPOhUm7NR43SqTurDV5jU/vW1H63Gcmk7eGURbJzAwL4+cjuuzF1cT0IvCb0u+tEkaSShl4Tec/oJgi52zgFOBxDlaDDInBSE2sLA6fDok910sS1bXJMyTksAMyBGzCHfOCPiMvx2+nFipBu7Gjggdkpw2Dg/7a+lAAzxGUdxOG4cK86K9OyYUFZhOGLDuxjyoxjPaeY8SQ2kBn6tgXzkdn66Agy6++67i81HvMEDkxjOHpsPbxB6sAEB5l1DiDhkkceFLChZMPJYE+Ggi2f3QuAd/IJrFqa8D8R1i1WbBgtE0odlSDwkH8zyvh2OCuyyqCSMvIOgCLxyHS5Kj5ONqOMAiSM/OCmstBcG+Dos6o54RCZMIjARtoqnLH0V70P0UnJfVYxdJH0tq3mHQzn7XFZ9TTn1tz6W03u43vKWt5TH/4wh/dRYMJ/rq9Ane0GM35jj9q282p5NpFP6NPb7Wta2Ts3xx/VV4fQTtjraoG96X8vlSUJvfOsnoZeE3vje0e2dJPTqY11v36GnawFUjwBxMIAnZ4NwQjgSnAOOgnDeywBk7eYzceBsmES4z8GKR5xiVwEgRg4y/sI7XJO29PxHzknX9fhKjIme6xwekxXh/FcezhXnTZ7h2PktTFuS0GtrI3+nBlIDoYEk9EIT8/EfEeadPoE3dtq17X04sfAL9iDwfIHLlwHtfLNgFQQazIBJHHTX/Pd4LgfSPcQcrIE/dv0R+IV4cw1OwUhpbhoQfu55nNZudNho0Uo5kY/wi2MtbdilnLBLns6FicUzpOKwrFZCz3xDG3F86KLPYn5jbhNkbd/Lal6lT/ZN9HXzRqR5Enrdtk4Set3qs51amyBnx8MPEaaNQe04o35HOuJLZ5zABeNXOFizWNhIQ9pxRBnj3iT/xSXyDIn04nr7nmvKCA+XskOPbYKB4rKpQUZEnl3+pwe2mz5rY0wSeknoddmXF0srxpD5ifFVU/KjGD37KMZSGp9zwbHizHCauhLGnePE+HKAupIk9LrSZKaTGlhdGkhCbz7bc5TjMVwTOPXAAw+UyY2d5IgEMiruqGvD6Y07R9rZxQe3EIJICrKlNLd0v53faiX01BGRGQ5eu859+62c2rjvu8k43Cb3dNrn3ZnKmYRet7082l4/jcWNsDPd5rTy1BAtiCpi7j/OCRVOP5n1Dr3wT+jYoo6yWwhyDlv8n0S0iw0PxmhsVBiOZ9zysfhD8kF+R57DYeMcWRWLDcoS9iruT/IfMUffdB0iXRgnTT5ftFncp5elEHoWvDyl5Wksi14w0+55i2Hy7lqkaTwkode1ZsenZ9HVU3uetPPakZqCIEaw67favKbYkGSsWDyO+Wat/JPQyx16tfraTPNJQm+m6s/MUwO91cBgqtfstP265iU75Dv0ettIyywY54bDZaKzFIdrqdmZNHLSwnGYhlOShN5SW6X78OEgJ6HXjW4RBEnodaPLSIVO2bsk9EIj3f1ng5FQyAI7vj0N5PUNdO6Lsoit0D8MYCeQlML574kicWGF1xch6JAd4iHJ2BdkhLDen/roo48WTJEW4s8ri7St8MaN6zDOud/IP0SZPBCA4kjXff1B+kgO+bvuCJJLueXtS7vS9ooKYZHBwiBnpOGVEOrjmnK67z/dSHecuO/VFOqsDpdffnlz9dVXb3710rnnntucd955RY/j0ljudbpJQq/uTu0k9JLQW+54XWo89oodYgtrL171+pHbpSpyXsIj9L7/k0eb//yvp+alyFnO1EBqoIIGtkboDb5wWwi9bbatkGNmkRpYugaS0Fu6zrqOkYRetxpFIiSh171Ok9DrVqeRmp03d911VyHM7ChDmHnUDLnliHe6+sARsgwJhkxbGLwTlf32agE2BKnlVQNEOOnaEWdXD4KPU+rr34iyww47rBBrQdz5AJTdcN7dKq4dbohDv4X3LlfjyiuL5I1ERLQpq8fclVG5PFmlLPJ2yNMrJtTHmPSeS2nJ12KYtLwKQhnt0kNIetWEeNJBBi4myoEMlbb8P/7xj5cvuEtXeY866qjmj/7oj5pjjjlmsWSWdQ+hF0QpkrKmaGd6Qvh6PUhNQezqF/omPdcUbaxv6s/6VU3R1uo+ix163tlsrBvzxlxNQVoHyc8W1BTvtjaOLQRsyRZ0XS54R2ZB6FkAsXhy2mmnrai9txoY0v5/aq3rlltmeoXQ+/GjzU+S0FumBjNaamB1aqA8cjsg9P6PHXpJ6K3ORl4FtUpCb/aNmIRet22QhF63+pQanSah171epTiK0LvmmmuKI8k+I6sQN4gMJAoiI3azeXw2iDG7xrlvCAfEg0dNxfcfUagNr7rqqhL+pJNOKmSM+w8//HAh57Sv3XgOYRGIfkvPPQQews4uKUQhIs+OP84+UTa2LHYQeiwS2Yiws8NPmREx0pQvMk66PjgYhN6ll17afOlLXyokorDIKmHGiTIpj/L6/+Uvf3kzIegavb3pTW9qjj/++HFJLPu6etMzkkPda4r35OoPyB11rCmzrLc+rv/oh7UfPdXW6q6taxNbXr1iXHmM3DiqKUGkIW9r00ObBu+QNo7bHzOtVfdZ1huBa+f0OeecU2zmcuuchN4SNJeE3hKUlUFTA2tIA0noraHGnuOqcqw4lJM6JCaTVmzFs3LZFpM9k77aq/btMrR/c4RNvIfL2Q7Th9/KSacm7H0uq4m1chJtzcHpoyhnW6eLPbI36/JzEO12IYiT2g7TpPWnU8SK9qfPWexamLSsbZ2yReOcb+H0k1m/Q4/99YElbW8nCqJiw4YNxSa7hrBBinmPlvog0lyzq85uN44fe8z5FV4b2e3mOiJNHQ899NAyXr/2ta8VB/nII48sdt/9IAWRJBxJaXKgPQZrx5z2ZveRSHYBioNYsNvu1ltvLcSS/qBssWsK0YREjI8cSlP/YTOQgITDrF7efReEHlIOCageyi3fxeyMenufrTojPf7f//t/ZTegsaR9jzjiiObd7353c/LJJ0/afSYOJ335wk751RTElvZG1mqnmsJeObS3o6boG/o9ohfhXFP0V22uzpPOl7oq30MPPVTGa3zUs6t0J0lHH1dvY3ycLZ0kneWEueOOO4q9YmuUo6awP+zQLLBu48aNBQdOOeWUFRG4vSX0rOYw3joURVsJionQcCNrBAPOJGQxMNBQ0hVGmuIALwPXtZgIuicv6bUlCb22NvJ3aiA1EBpIQi80sfb+I2asIsdEgFPCERo1IYFVIfDNxAm2EfcCcyJcnHOuHITzBq/EN9kMbHQO3zis8pf2sAjTFaGn3hxC73+S76yFvumttrO11Horp/mFcva5rPqeuZG+hHio/ajXpHpVTnM2etUnYx43afya4YzJmMdq+xjnNcswSV50moTeJJpaehh2HKGH9ELQICq8546+9QdEmzHncUP2mq338QvXxNWHhIt+z49h841Pu7iMgwMPPLD0M7b5/vvv35x2kBTiGCvSlh5M8fgtgk2/dM1jnh4D82gu4s77/jwSJ29+mXGGyJMODHIfHqgH0jDSjzykI7wdeguDRwnhZFtg2VI+iqGeF198cXPllVeW/KT9tre9rTn//POLPtppd/GbTuRJd7Xtdn7lNj+K0UUfniQN45dtmQWhl1+5neOv3C7Wubz4FEsNDBhqYAH4GFUCUACAjuc/AAFKVoCcCxfAEyBmRQdwimOViBNi9QloASQAKl33bP8WT6d2kF/978Bx+6/Hm5/+93+U8/yTGkgNpAZoIAm9tdsPPMJ0yy23FGeEsw6vvMvHrodwZmASPAonHrZw6hAR69evL7jDUXBdOM4SDINL/nOk7EwQZv/99y95WLHnAFnF5Wg459DJV/52dcAz+BVYKf+lTNQ4XcoEKwMHo6Xh5Uc/+tHmwgsvLKvocT3/rx4NmCtZLX//+9/fnHnmmb2smDK2yack9FbeTKHT9hyYXeqjsI9BkrJzbN4oEY69ZdMi/Khw076mjHYeeScau8pOxyIQHevL9K4fww/EH9vLrhN2XvkRcOrKpjtH6klPHH6Q+sILPs7jjz9esMTuLjpA3Nn1JU3YoUzKgEDU9sg49+0elJ44CEXX5CVddZCnMOLwv+CRfJUXIag+0lQfuKhuwvk93AbKsBRCzy4/fp9dPXYWOj/88MNL2srTtahXEnp1d+jpp+YZ+imfvKbos/q+8aW/15T8yu36MtZq6pyNY6/YrtpYt+o/isFBMpD222+/5rbbbiuAsPDrVR2DjOF3+A3UGHSDHji6zvCK7z4iEIDYusvhAYgBmgw/IAOeGtR/gMNpAmAGFodNA79op+2a/7PrNs0Ldhg9YajZ+TKv1EBqoD8aQOi95IW+crt7vkOvP81SpSQwgnODWIM1dgzAnXhcAilnhR222GlhcmjHAxDnEHmBd7y7iHMEz2CVhSaPW8Eq+CauRSnxORdEfLs8PNYEr+ClF+x6RMrjR9JVPk4dTISR7g07U+MUBRPVRdk5XG0x0f7IRz7SfOITnyjpt+/l79WhAfMjj9L96Z/+aXPWWWf1slLKyPnSp835HH0VZTWeiHFc23GYVC/DOjX2+1zW0Cnb6RglUaewaaPC5LXZaWA5hF7N0iahV/+R2yT08iu3tcZ4EnpT1DRCDzB7F4TdehwiBp+TQ/EGuhUgkzjXrAK5bks6Qo8TZMLEgbHCzOmRnh16djv4zcFxmAwy1sLGY00cI86VF7Z68aq09nrFuuboE/drdlm30xRrnkmnBlID86aBrZ/XIvS23nbeip/lXYEG2oSex4muvfbazV8ftCMi3lUEl+x8QDhYMIJFFo8cCDsYhJTjOCPQECkenYJlsM/jU3b1CScN15CFHrWyi8Nilp158peOF4PbBQLD7rnnnkL+nXrqqc2xxx5bfk9SZY6y/ODfsKOMxPznf/7n5qODXXoIw5TVpwEkyCGHHNL8+Z//eXP22Wf3toKL9dO+Fdp4IsPjqW/lDJ0qp/HfZ5lEp+xqkHpBAPa5TmutbEnojW/xfOQ2d+iN7x3d3jHfZCftVKuNUfnI7Sp95NbLV5F0dih49FYHA8iAGAnnPUA6HMcGoafjcYJsOY+wQN7jTB6hdY3Tg7DzTglh7VRAAtrFIL5z6dqx5xFfjpYt3Q55bzN4R+P/vOCHza+2euZdRt0Oo0wtNZAamFcNPLNDb/fBDr38yu28tuFyy43Qs0Mudr/ZeRdYhViDI8gveASz7LRD6Iljhx2BTRaQYuecHeWxEMWZRpghBO3QE1b68IoTRCxuIfQ8dnTvvfeWex4/QiDCL7gGOxGAsYBVIm7hD3xUJulEXhFFmT7+8Y83n/70p8vO97g+q/8wntBNnyXKOS9lRSr/yZ/8SfPqV7+6t2qNhdmYE/a1oNreONRH+06ShU7Nsem1rxI6VT46XWz8c1bZwLCzfa3TWixXEnrjWz0JvST0xveObu8koZeP3HbbowapPfjgg8UJ0rmQbZ6fZ/A5MxwSkw3AjaDjCCHyhDVZ8tt9QM/p8XiTsHb1iW+CwvmRLkcIwDuk5Z68xJNPW/KjGG1t5O/UQGogNJDv0AtNrL3/dtoh0WBM4MjC4PUQgVdB4CD3XLPTziITgs49C1KwB94g8mAQh9Mju3b3cVLtsPO6CKQgkk1YJBtyUHzpWACTPuxDBsKwYRGmq49iWAi77rrrmhtvvLGUYziv2uewn/SdKFFOh3L2uaz6lHJ6V9frXve68rRE7TadJD/lNCb0e2PCYm1fxfgNMsk4X4x8mmUd6NR8mk7pE6HX17K2dcr+mdePkrCdFlGiDUaFq3VNOaO87HnYr1H5C0v/w22gnRzqtiVha/Q5aYkjP/HiWCx+5CveSiTqIc/htOgidrGPywN+eWLLOwItXonD39M/9VebMSbRxbj0F7suXeMh9LhY2K7vJaGXhF7XfWpcesaRsWlMGa81JXfordIdehwcDgPjycmxy0EHi50GMXkDNO6ZdAQwMfru65iAG1jqoCZ7AMM1aYojHyAgvN+RnvNhSUJvWCN5nhpIDdBAEnprtx/AFO+8gzvwA3HnXXrwxQKSSRGMgTvCuG5BiXMF0+AXp8R1uMTRcvgdOCQdk3oYh8CDaV5QDtMsaCESLU4h+KQt/1EOovy7IvQ4U/KE037PWuA9/dNpn0U5tav27nNZzZmUU1/Tx/TTPopyJqHXbcvQ6XA/Nbb6KGxiEHTs0DgnVDj9pA+EHr+G3bRIAwdgho0H7PgoYeuFE894ZDu0h9+wBVYsJnQiDTu8xTWuA1/8Xyy+fPhG9Cev5YqywydlUV9lb4u2Wwqh53UWXlXhnbHq9fKXv7y8j9YrKEZhXzuv5fxWf3pTD21RU5LQS0KvVn9j99l/c5NxtnRaZUlCb5USetPqMCtJNwm9lWgv46YGVq8GktBbvW3bZc3CKTZhWqqMiuvaUtLqktBbavmnHZ4zbALKYe2zKCfHsO+7yYLUodO+E49J6HXb46Pt9dMgnsP+dJvTylObR0LPAo1XNQS5hjDzmh+vbWCjCTuhbs69dsg45Gwj1n2QCKnktwUc7wh3bhw4YoFIGkg4cX3cz5NPromDBEWwIcDs5o6yyAO5xj4hxsS1K066XhWBiJOXsjn0C+fD+Yuv/4gnPXl5zYT01RWJyK6IR6QjTpyXi0N/6EJZgoC8+OKLm69+9atlsQtJeN555zVvfvOby67ioagrPlXXJPTqLtzlRzHyoxgrHrgTJsBOsUFsUm2sW/VfuZ2wDaoG+/l/P9187yePNj/52fer5puZpQZSA/3WQLxD76U75ldu+91Sa7t0SejNvv2T0Ou2DZBPJuPzQJIiBWI3GeKituMwqeaT0JtUU8sL5+NGdnUjyLxWwW9EFyLukUceKU6lDyzpK3afIeM8+o6cE96OLf0HsYVgQ7oJZ9eaVwY9/vjjZQegNDyayuY88MADJR27t11H4NnhJj2iDB5llY+dckhD+RlbyqtPeCe5PO0sdD1IOWSdQ1yHjzFJz85e53YjIvPs6F4YvI7i6KOPLve8zxzJqPwIOeGHd+61NUw/yE16kYcvrHvdhfjEqyb++I//uDnllFPa0Tr5bewqmx16CMqaQm/qi4hFwNYUpC59z6Le+qC+pk/bwVpT1FndtbW61xQ2wFzNq1mMi5oCR4119iXGVa38fbBU3uyictQU9pfMgtCzy9jYPu200zYvViyn7lsNJhT93Ee/nNpMOc5//fdPm+/88N+aHyWhN2VNZ/KpgfnSwDZbPb/5vzvs3uz84t2aF2yTX7mdr9ZbO6VNQm/2bZ2EXrdtwAFIQq97nXJwOFW5Q69b3UrNjgyvPjjyyCM3v0OVI4lgQ36x0/7Tv117iA2EkjheucDZRjSwJUgHTj/CB+Fktx/n0FfSpemeg7McH2xC8kkHMYi8E89uP+HlI+1wqPUDH1ZC7nEX7S60k06aCDhkh9/KgtRTbufKjVhUF2l61Fk86Rx22GEl7uc///nmi1/8YkkDaYOsCsd6lNb1RR+YMubt3rr66qtLvZXLNfW2S++4444bFX1F16SP5EFy1CZ4tCliC4GqjjVF2znUuzbB4zFxfQrprE/VFONKvbV17Xob78YK8t14qSn6uL7OBtSmh5D+hO1QjpoSCwmzqLf3cCNvX///27vTWFuKcn3gfRHUe68cGQ6TCBxklnk4zEIExIBEERBjMEYkmkAUP/BFP6p88IsaA85oogQRjKInIcwyyHCY5xnkACKDjAKiqPf+96+0+C/33XuftfdeZ+3utZ5Keg3d1VVvPW91ve/7dFX3Bz9YyOu5tjuE3iyQq4Tei3/ODL1ZwJasQWDkEVh9tX8SeuuF0Bt5XdcGVmeH87OqU62r1lPrrIFM3T/5f91fvwdB6E2WpZa90N8CSo63oK/NiZyC1rosbiFkrf1nprrlISdMBfptTeQMoTdY7VTdh9AbLK61tMkz9Mw6QyAI5AW19fo0Y85sFcSG6xCpYx+SwUY/CDkEnxl6ls7KZ6bebrvtVvK4huVThzeT16W9ZtCZIYdERBTWGXfyO6ZMRIpn05khhnBD7JkRV2eJKRfhQCabsrz0yQudzJYzsxABKJ+ZesZm7UQ2IgPJbmNTkCe+yT9dYr8suTWGwuKHP/xhISmVKyDfc889m5NPPrnZe++9pytizvvJpx1wh80wE+J1xYoVZWk1fQwz0RdsER22YSakrT6L4JnqJV+rUhZt1na6pvNhJsvx6zJ818kwkz6ur7P5M12Lq0KmcX2G3g033FAI6/3226+MbXPFtlWEns5TAxIGrRq1uTau97xqKHxLOqzya3321WPT1R1CD0pJQSAITEYghN5kREb3P6e2PuuH0ycQ4vgN0l71osehFMj4ZqPUWYkW/zlg6ueAkc0xeaaSZz6EnqDJxtEcdkDTi8d0v+mBD9Fm8onsveTTQsiqv5iN43umpP/UfrYQcs4kW+8xcvZiqo+2NfE768yDej23Udaqe30EnvRf/eO2yduLqfFvuiBUPv2kDS/FQNCYMQdXMiGnLIM1ttpHVjZGX6GDSuRpX50Vh2SgJ2Qc4g3pJrm2JeUqy8wPZSOE1LtkYsmrmT+INoSbcuiYDbGxHfomHP1XH7IQbpJykCtm4lkGqW5luUFB3krUkc0+5+k7fivXuXXpbinwXx/ahtzT7ulSJfSQh+q54IILyoaAJMdxxx1X3sht3Bp0ohO6WChCD1EK73Ej9JDcCD2E8jCT60D/12cXgtBzXZtJq58PM7l2XLvGjunG0lUlz7gSeiP3DD0XjcHcoK9DmVps8GQIdK6pkv0rczLquTpnncquLgaB8WHI3O3xW93KYxBrp/a/1vGXv/+5efLFFRNLbp+bSpzsCwJBYEwRCKE3Horn2Ake3DkWfAlWBEuCiWqPOIF+y8t2VBvk2zFOkmP+szv1v4BBco58/stjdoYp+WZHqJODZ4YEOybA4eQL3gRVjntAOpnYtVpetWFsnDz9Oqjax7FVj82zXa699trS/lJ4iz5gqZ39tm2hRCcn/Qpghy2rPmX2jmdMLZkI7GdK+h4/SP/kP7U1kVP/5y8iA0LozV9TVfcwpXuY1jFk/qUPtgR92jUldYXQI6t4x2w846pr0riNuEOeGXPZFNef8V+/dty1SCe+6UO76QZRp+2W0dqUzU4h7syMo08EgbziG7ZBmZYz+s0uWMoq7pLff3Kon61RvvyOq7uSfs5lI5Au8qjPRmZLgC2TdD6bwz7RFfnEX8roTbMl9JAd2oToqrO4Nt988zIW9JY7qN9kh70xm+0dZoJtCL0QesPoc5X7CKE3DLT/WcdIEXoGcobM8xYM/AwOI+DbMYOowdRvRoxx4hBXp9jgqhNKOiEjJ4/kXP8N/IynKeEM3VZbbVWMjbtalTw0aDJWjIK7AQwOg2eT/ne1vzev/M/zzWv/eLn8z0cQCAJBAAKrr/bmZvF/b5Rn6I14d2CfbrzxxhKECXwEOYIWAYogiJ2pgZgbSGwTO8UeIR3YGvnYHfsFac4RgClHsMDOKcPGBsmPzBMgIdSUwT6xhTUIY7fkI48ga+nSpcWGsofsl2M18K22sR9VWU7FfjqfjJdffnlz2mmnNTfffHM/pydPyxDQ5zxf6pRTTmn233//GaXTT/hP+pl+1NZU5SQrwqLNstZrEKbVn20jrr2YwtNG5jYmslafH6bGwqmSfOKEOqZNlSf7Fg4BumNj2LDpEvLTklv2FqE3zBRCb2GW3GaGXmboDeM6559XX2fYtm6kCD1BkjcdGdAReYIag7oNySaAqUGFYwbWOnOAA+dukFkKnA7BkcGe8ZbcDRI0cfbU4zkSyEPBGMMu2BFcqZuxUD5DYXNc8CZ44SSsu/7azcZbLW7+a62Zl6oMo/OljiAQBNqDQCH03rZRs96aGzVr5KUY7VHMACVh5NkjNoH92HnnnYtNYXcQawg3sxo8tNrNKHaJ3WBbEHMIukroOWZzY6n+tqxEHewem1XfgMiWIQfvuuuuYt+23XbbYteq3XScDMphD9kthJ5Zemyd53OsmFgmxWHx7CJ11htgK4OH3WRvEZPqu/TSS5tvfOMbBYOVnZvj7UMAobfPPvs0X/jCF5oDDjhgRgH1K/n1SX5RWxM5+Ydkda3Z2pp6MTU2DDtw6BeXiqlrn+5tbZaVnNLKMNVHjH2+k9qFgOtW/DYToec4Qk9ctxCEHjuujw17hp4bembpW668EEtuja/GgGGPrXwqhF59e/MweyxdG1e0edj2zxupkdt8NXzGMBOfz/ivj+vrw0z1RrEl+fzVYabqEy/EzSuEHk5rJJ6hJ1jxEEgzC8yO4zi4iM2mc0HXoMJxHU0nE7S4yHQ6eU3zFnBQigvAheg8m4fAmv1gyrLyDA4GRQGQQEdSpinhypNfMAVgy4uA7fh6G67bbLbdhs2a6/5zKVM5MR9BIAiMPQKV0Fs8QejlLbej2x0qoYdw43RwupBoCD03hhxnl9gqS2PZIsuBOCf2sXWS/56hhHRjs9gpZJ9vtka59eHlyr/jjjtKHQi5JRNLJdk6Dj4bxpZx+NUjUHX+jjvuWM63jw0zs0/9SEgPK+/XWapECbuoTm8V/NrXvhZCr6NdXP9A6H3xi19sDjzwwJW2Qn7+mD7V5kROm2tv2MHXbHDhv9pg2laCrLanK5iSt5fQq/JP/oa3NhljfSe1CwHXLTJPQD1Voj83zNzYEsOxY8NMrlv9hhzDHmOsLhMji4+RPMNMri0bGzBsO4DY0nY3MT0LcphpIdvtWXJWEvLX3DweZtLH9XV9fNg26pprrimkvhvSSPthJr6uNOx2w/jKK68smPPJ3Pifa2rFSzEs50G2mS2HeDNoCFB8mzXnuGQQF5QILiSzD4Dhrg3yTcBR8zAMDDflLJkIgJzDENhnYKA8QY58zmFE/FaXIMygaZaF+m3SBH3YvPj6082rf/tnUFZ25iMIBIGxRyDP0BuPLsAWcLbYCste2R6OH6KO/UHEcYbYMTeZ2BJ2it1hczxWwh1fN6TMFvc2QEQeUs/G/tQ7hNtss02pg51avnx5cXDYJXeOOXvKQhrKt2LixhR7qc5600rAoy4yK5Nc0mwcFnKSm1zayuE644wzCsHYNo3X9g3bCZ0tDuS0kXPYsnLWvf3yxBNPLG+EnEl2MuqT+tV0QfZM5w/rWJXTNYb8trU1GStcT/Tu2hy2/vvFpWJqrKH7Oib1e/4w88G0EnTGNv11qiSf/lzHtKnyZN/CIeBaoLvp9Gc/2yv49diAlT0yYOFaMvia3ZS77rrrygyeVfEG38FLPJgS3UCk84MOOqjZfffdB1NoB0pZtmxZeQP14YcfXm7OdkDkgYh4zjnnFAL3yCOPLJOqBlJoywths37605+WyQDHHHNMs2SCr5pragWhZ6AWEHnQuIAIOcfpEYhoLOeCMTYrgoNhn2R2giDKf0ER0s7SW+ebMeG/AEfgJQCqb3Ri1M1QMKOCEXGcka/1OUc56upNecttLxr5HQSCQEUghF5FYrS/2RoEXX3eK1tjGQzbYT9bxm6wL8g2doVNY88EnWwOmyXZ7+4re+RGlXOUizhjf8y8c/69995byD+EhXw1yFaO35bqyqdsZAYy0U0qNnFyIqfyqw2dfHzyf+Wq13m2FRPEoSW8Zkq0LcFYQpS0OZHTRs5hy8qXMivULD19ZKZUSR19uu2EnmtHP0W0d4HQgzv/tO2EXiVJ207o9V77+utUSQyhn9T4Yqo82ddeBNisq666qjn//PObgw8+uDnssMPaK+yAJbvooouaiy++uLT5kEMOGXDp7S3ul7/8ZXP11Vc3CJ6VPSKiva2YvWQ//vGPy6O+vLUZeT0u6dvf/nZ5/Nrxxx9fZieOQ7v5gJ5LbaXpCSecMC8isxWEHqUxwvXuqiClOhIGcYEQY8xoczI5Qb4dq46GcyR55OfYKZMBrwGQgKQ60PIpRxnqstVjzqkOQin0Xx8h9HrRyO8gEAQqAiH0KhKj/82u1Jl07AZ7wY4g2HrtFBviv2PslcTmsFl1HzLPMfls7JZj9ivbMXXZaqDKvlX7pzx5bQgCG9KvnjtZG/Mh9Nhn5ZOl2srJ5S/kf3qAR5sJHfiQk37oeiGIMv5QJYZn0pc+pl/pdwsh50yy9R4jZy+mbdZ/HR/IH0KvV4tz/92LqXGpjpOTS5RPPwmhNxmZbvynV8+vveKKK8oNiXEieJBaZsd7O/m+++7bDYUNQMpLLrmkuemmm5r3ve99zR577DGAErtRxHnnnVeeFXnEEUeMDbFFM2effXZZrXnUUUeVZdbd0Nb8pOTvn3nmmeWRbyMxQ29+cAzv7BB6w8M6NQWBLiEQQq9L2hpfWedD6LWZ1KFRJJWgr82ETpWzEnptljWE3uDHiV7yKYTeYPDtxTSE3mAwbWMpbtaYhe5xTJ4z5eVT45I8m9fmuWLDfrbYQmJs1QOdW7Hg8SXjkqyAsILD6g8rPcYlWaHCR/VyVI88G4dkXPOYHP61dlsVM9fUmhl6c23AMM977fU/N48/v6J5/tXnhllt6goCQaDlCKyx2hrN+os2bDZ4e16K0XJVjbV4IfQWXv11BmXbl4eG0Bt8X+kln0LoDQbfXkxD6A0G07aWIvi1GZts45LS7uh7HPr6OPdz+p3vmBZCbxZXyct/ea154KnHm6dfen4WZyVrEAgCo47AWyaWV26yzgbNpos3aN66xptHvblpX0cRCKG38IoLoTdYHXCCs+R28JjWZf9mkZo9INhqYwqh10atDE4m/Y7domdjp4S41S8tVzPb2eb4KCVtc9PHoztci3BwHWq3mejaq92OzZcIaANu2qfNtX1Vr9pWsaD32uZR0fdU7fZYDO3uvennUSt0XY+1QWfzkUG73dSib6m3bfSs7fq5/XQ+Cn1cO7W7jl9+97bb42wqHvr3bNseQg/CfaYQen0ClWxBYMwQCKHXPoUzlhJHoP6u/8uBPj7qeTM5E/LUTb7ZOJr9lN+HmG9kqeXZMZXMcyX0PB+wOlhvVNayH4I97SdnmxM5OWq9zlvtN7PpO6u6jWQiJ6e6zcutyRlCb7C9oepeICXACKE3WHxTWn8IIHL+9Kc/lWfnWWK76667lmDYSw8fffTRQvR5iaG3xVua2Kbxs78W/t9cbJiA30PyvcjRS4y83d516P+Kf73R3tK8zTbbrLzcyDjd9cQeWmpaX2hpia0Xg9Gr/drthV76AX1bejwK+tZuutZu46z20qslp7fffnt5Wahx2EvONt988/IST6Re15MlxZbYarv+7iVd2o24dG3b7PfiOO3Wfnap64kvbYltbbdltksm3mzLh7n11ltLu13PnvVqv+P030+aM6Fn0DHYShTgv80F1g/omFlpqo7JgaRIm/LkUcd0qcqhfnXPlLe3DOfJ3zsoqFNSxuR2hNDrRS+/g0AQqAiE0KtItOPbOI68YjsQKOyNzf+pbM50UjO+7ArnuddO1PyOcbQ5mspnlDliK6uD48a+OMe38ybbm1rHVN9sl42d6rV3yiUPB2AqJ3+uhN6zzz7bPPbYY+W5LlPJ04Z92ksfMGhzImcvUUJW/WXx4sUlSJnqhVwL0R79kawh9AaHvjGk6te1r7+2MVXd9/bTtsrai6lxX3+dKslnnM1LMaZCp3379Dd2B6mxbNmyZu+9926OPfbY8jb53/72t+XZaq4ldnDnnXdudtxxxzdm8LWvNf1LZFxAYHkRxj333NMceuih5Q2vniXnbbfIAM9WQ3gh+pb8iwzov4Z25nzkkUcKcev6ZQ9/97vfNbvttluz0047lbcbe54eX45932677Qq561ruekJcedmLdrG3KyaIS8T19ttv3/z6178uz06kYwTm1ltv3Wy88cYr9S/bjgkdP/DAA+XaNi67zun2oIMOKn7wb37zm3JjFh6u7913373gsTK/ugvt1q9vueWWYvtfeOGFovMDDzywPCfynHPOaZ5++ulmiy22KMQufSM6VzmhJ2gwwDD8BhaGFNOsYqDbL9AwKNfAA9h+UyB20vH6YFP5nefYSy+9VAZtd9r9r4OXOuSzTznK9h8o9bf6XeT+K9/xWmf9rTPV8xgEjHiVUZvUQ67ameRX3quv/7V5+I9PNM/86cW295vIFwSCwBARCKE3RLD7qMo4zkFEkjCI7vLbEHMcB+M5O8JeGPs50f7XAME+v5UhLyfKf799VxuHIHOXkbPpHPvdTVSvMiX5JXalns+Jq/aJDOxNtUvys081vzKdp3zfjrm7qT1sFwLRMeXZxyHwEOkNN9zwjfNq2WwqOy1/P6kGv3fffXdz7rnnNnfddVc/py1IHu2Hj7a2OZGz+jBVVs76e9/73mb//fcvOm2D/PX6IGObSVJy8tVcR/o337Stiaz1enZ9V/23Td6qe5jSPUxdW21MFVOyGXOnw1S+EHpt1ODUMtEjQkvgj8BbunRpc/TRRzcPPvhgc+edd5YAn12+9tpri43da6+9RuKFEW4Oap+2I/YE+95uy64j9Ix1u+yyS7No0aLychD/+QRdT3wiL/6gUz7aWWedVbiFHXbYobntttvKW0+33HLL5oYbbihjkrfe8nG6nhC0CC0z0fhb/Cx+3bbbbtssX768MQMVuUff9huTu57YPhwQP1ab+JVPPPFEeXu1fs6n9jZn/YC+4YLU6/qLUfjd2o3j0u777ruvEPTGNrbpsssuK7GDGxT8eu11ffeb5jxDT+Ag2GEkBTCCBBejb4OLTkdgDTBAmS4p+e2YqcP2CTzMgqA4xJ1GGLBNPxV8Od8F7re3G3GGNFAgxdGgaHJwkp3L6dDxGQPnkEWd8pGVfDb1mXEARFOaAWxfJSkxo+Q3oFJACaTWWL3503/8rXn1H/8M1PoFOfmCQBAYbQTesvoazabrrN9skmfotULRxmzT15F5HEIOk62SZAJ/9oETZexnW9gPG3vEZiBZVkzcLUWwsQWV9JOn2iROqICDzZH/mWeeKXZM2RwT9oqdU68y2SxG2qwDNovNc1w+x30rR51uVAmkOa3kJSd75jy/1UV+slX7xcapd8nEHV3OLzvJhjmuTHKSTb5+EpuoPkHTqaee2lx++eX9nJY8s0RAfzr++OObj33sY8WBn+XpqyR79eP4UpWcXiUVzbPQKqdrx/Vla2ty3bmepDoWtVHWiqkxg+5tbSb0KqbihUt4o2MAAB8USURBVOkIPW0SO9QxrY24R6b/j4D+xm5JZ599drGbRx55ZCG7xG5ILePmFVdcUewkAgD50fXE5rPb7Ph1111XZmVpG+Ln4osvLjGxdro2zdATf88m6G8rPvW6NX7jAK666qrSdm80xhcgOSy1hQl/bc899yz+XVvb069c+rlNux9++OFCXtMrX83MPf4aH9E3Yk+fr+Ndv3W0NZ9+TtcIe371IYccUshbvvDBBx9c2nnTTTeVMd1szVG4vukCB1V17do1M9FYZ1Yu+yRGwJOZiWoZsmu9nzQwQg/BJ8DAOBIIgeabEeW46JA6LIdGwGRAdnFqGKVqgPXyAhR3Jlzc22yzTXEk/JYf2VYdDI0T5DivTsVFzpFBgKNuA6M61S9IUq/z/QeiQcFFY8BQvnMcV2Yl9BgLnY2jsN47Nmw22vpdzVvXXtQPtskTBILAmCAQQq9dip5M6LnjZ2MfOE/sE/th7GeD7GMLfLMb9nEw2Ba2g3MtsU+Ou3vqRpA76Y69+93vLs+6YKMEv5wUdx/ZFDZIXQgH+8zGc8OKDOyQ/epjY9hJzhqb5xz7kZJsld9ugLG1lQxQBsOP/JPfzECpEnrIPCTc/fffXxxCdwItYSFXP4lsbLg7xV/60pfKHcR+zkue2SGgL336059uPv7xjxeSd3Znr5rc9K4vuib0zbamKidZXRdtl7WS6a5x2LYx9WIKT1ubZe0XU/mMl6MSELex76wKmb7//e8X2/ihD32o3AxjywX4ni915ZVXFts3KoRexU8bzdhxY07b+ABIANemJNbmS1iK7HsUEh9HG93w5AuZhcdX4k9Zhoq8HDVCj96021LMO+64o/hpyEp+JF6Cj8dvdFz79XvYdDmxJeyfdmujdmvjPvvsU3Rtv6XmxutRIvRqu/nqCHrtRuTRN97KPvoWY5goIN4w89ixftK8CD0XmU6HMUbKmaEncMAoClQohfFEtDGgCDUDj4HKuQILDXMM+1yXRxmo5BXIYGqVITCpjhoABFmcN4GJIErg4b9pm9htx7H6ZAKQQEjQg+ElT5VX0CYB0kXimLzIRCDee++9pU06338ueluz2loTy5vW6G92Qz8KSJ4gEAS6j0AIvXbpEKHnORUMohl6xncbgs64zklmg5BjbICbScZ+tqmSbBwMM/CQLewPu6As9onNYyPcfGJzPPPCTDr52D3fbgyxTwwz26VO9oit4pwrj+G2Oc7+sUFmnLNV8rE7ynUe8lGdbCy7ya45jw1WpzJrGZXQYxvZMPKwo9opCOr3jh8sOFWc6K985SuNZ5skDR4B/emEE05ojjvuuNbchRY41j7It2prqnLWm72uh7amSpRVx77NJBndV5KU/tssayXojJe26ZI21XhkujzZ3z4EKqH34Q9/uNgzNpUtZsvYJteVoHhUiC0amEzo8Uf4BW486u8mmvAdkH2jsPSUT8O34lPx0eqMLPsQfG6amgRk1hp/xxJM/l3Xk3brzx5rwv9DXFafD0+hT9O9pafGLjdl8RtdTuyJvsxW07Ub7eeff37hbtgZq2kOOOCA4rPy47UbLnzgLif+una7brWbz37BBRcUzgwf5uY/H95xN9El+raSp580Z0IP4eZCM+gIWnREzr9ASmeszhXjqjMKmvx2IVKi8xF/GljvmgmAOLYY+RUTS510dMoVnOjY9hvI1KdDa7QgBSjKdgxYLnqDnkAL+Qck+eVxcTDqynOe8h33W2chJ0Ax4X7reGSU/vz6Xyaeofdk88zLeYZeP50reYLAuCCQZ+i1S9MchOuvv77YB2QbG+TmkG92hk1B6Bn/bWxQtQvVdtmHEGPPOBgIODO3EWoMLILO7Dz/BRTsBeLMMXWxK2wi0tC3G1SIOXZKuWwXG6Ze57M7bFu1W/axlZxWdo0NUye7yzaSk32Tj6xsmDLYPnWxYdrGhrF9kvqcW/+vTGtutJGPE3366acXTFd2zkIdh4OkzW1O5LTVvkdWfeaoo45qjjjiiKLDNshPRv1WX9GX25w4/PV60sfbmmDqeqrXZVv7atU9Wem+7ZgaC8ncO9ZN7gOO6yduhMif1B0EKqF3zDHHFPso2GVvxWziQjfdBMR0OyppMqHHt0BuaDcyAAnEJzCLretEBxvDj7LM1nWKrOVv8dWMPddcc02xRXwx/hE/x5JrOHQ5abeJR9qNZ7Ck1qQj+uTDOsY3YCdWTHAiOBNLj7vez/m1/Fg32emUjj0nkd7pXD+3XzvpG6fjpTfG7y4n9sl1S5f0TOfabWmtPl1jC36X+ITvP5sZmXMm9HRE5JzgQGL4ayDkt4uyOqwcgrrPb8ckDpg8/tsEOvZptLLlFagIKmp98tW67PNf51COvPYpQ1n2A0x5tf5q+Ot++Z0rj2N1A6jyelPectuLRn4HgSBQEQihV5FoxzdCzZ1eRJybTRwDjrCxnlPAYUKAVRvEaag3ihBwCDQGlg2QHxGoDPvM8lOmm0PsiP8cEzbLPmSaG0Zm97FPzmFXlC+PfewO2dgojqukfPnkISfyTznK4/CQVfnqY6/YRzfGHGPvJGQee8kpmsrJVx5syN1PqoSeoMnyAE5mW1Mln2Da5kROeqa/Kqu+gYCl67Y4rfppxZSsbU3khJnrgz/qemhrMp7QvUT3rvM2pqp7mMKT/tsqay+mxkVj61SpjuV1nJ0qT/a1E4Hzzjuv2EfP1XKNez4ue6Rfusllthbig45HJblZ6EYam4DEYbe1u97QQwhoN5JHfNvlZIy5+eabmysmHnGlnewhXSIrtbG+GZTutdc+k3+q39PVtuu/CB2PRXGTl79V2+2xLnSt7fw1/cBsLURX1/s5W4KgNvOS7y1ZPYKkhQHC3oxF+nV9m52nv7NLXU7azYemczGD5GaE61uft7wYkUff9Ezf9N6vvudM6HUZ1LnKHkJvrsjlvCAw2giE0GuXfhlOAXMN7hjEahQ5BX47Vh0EgaDfHAj7bfLU48qbfF4tT17ny+N8m9/2Sf73llORqqSa4zXJV+ty3G8EgG+pyu23fbbedlSZ67d8vWkuhJ6gHnFYicbe8tr0G6kDjzYTOvAiJ6IMnr1EGZ1Np7eFwFlfDKE3WOTpN4TeqsM0hN5gsW1LafVGWB3jjZv2sZECYftdW6OUtI0Pwz9A2LFt2o3U0s/ZZW2v40mX217bxnZXv0h72B+61V6+i2P+V8Kvy20m+0zt1nb6r36Xdo9SP+e31v4MC23TZn6HPk7fEoJPXx+V63uqdmufdsNDu+Wp+u6NDwogM3yE0JsBnMmHQuhNRiT/g0AQgEAIvfSDLiAwV0LPeZyNNidOPkeo7YQeOTlwnNY2yxpCb/C9PYTeqsU0hN7g8U2JQSAIBIEg0H4EQujNQkch9GYBVrIGgTFCIITeGCm7w00NobfwyguhN1gdIB7dze4CSRpCb7C6V1ovpiH0Bo9vSgwCQSAIBIH2IxBCbxY6CqE3C7CSNQiMEQIh9MZI2R1uagi9hVdeCL3B6iCE3mDxVFqdnYkkNYvU7FzLw9qYQui1USuRKQgEgSAQBIaJQCcIvepIcDIWMoXQW0j0U3cQaC8CIfTaqRtLMD13he3ofZbdVNLKy9bIO/lb0NhP6p0hohzn+a5bP2XMJw+5q+zqnJwGSejBVXt7n3kzub5h/jdLS9vbvIwVHvVZMZOfoTcVVvUFYFPpcqr8g9ynzjxDb5CI/vtssrwUYzDYhtAbDI4pJQgEgSAQBLqLwLwIPQEQp6TevavLHibD0ev0c/4FVs5liDmMMyVOLwddXudV4z3dW3049Oqr+Wcqe6pj1cnyoFFl9KYQer1o5HcQCAIVgRB6FYn2fBvLvbHWG2rZjre//e3lTXl+T07skrersR3Gft8IDfvZKG/InWwPpirDm+nUqQ6zW+oDfeusrMnn1P/qq3XP5yHXylC/usk8OQ2S0POWYG9g882eL3TSZvaf3tucyMl/4TfNJKv+t8UWW5S3307n76zKdobQGzy61X9VcvU1B1/L/EusutdXM0Nv/nimhCAQBIJAEAgCqxKBeRF6AqA//OEPJWASSGy00Ubl1cJ+cwg4oRxsQQ6nQKDywgsvNIsWLSpvbvH6+He84x3FsZFXEMTJcS5Hwv+77rqrvOZXMIYwlNZZZ50SnPldHd16nn1PPfVUOX+99dbztyRlVmefU6V8ctqU4bgynCtpiyDMvvow8D//7fXmkeeeap595aWSJx9BIAgEAQiE0GtXPzDWs00rVqwoYzhbstZaa5VXxCPojOvsEZvi90svvdQ88cQTxUawNf4rw4sL1l133XIe0oqdcD4bUmeC+a8sea+99tpy7gYbbFBsDNtiW3/99Qu5p8ze86v9QTqyk2R0bq0LqtV2sUO1ft/qVx5bRh71I/Mee+yxUt+73vWuUo7zEJPO0Vbn9UvAISTJP9Vssttvv70555xzGt/KXeikfRJM2pzISV90MJOs+tSxxx7bHHPMMVOSs6u6jeTUV8lZfaBVXedcyq9yVvKpXpdzKWtVn0Pv9Cq5ZmbS/6qWZabyK6aufbq3tVXWXkyNp9ONbfIZ741pVQczYZBjQSAIBIEgEAS6gsC8CL1HH320BA+IOQ6AQEjg9MwzzxSiTGAikLj33nvL/rXXXrsEWRtuuGHz4osvFmJPnmeffbYEMgytgIQTgehD/F1yySXN888/32y11VZlv/PkQ7ZxMgRKDPgf//jHYqQdu++++4rDvO222xYnhJEnYw3cyLh48eLm1VdfLfUJohh4ZKM2IQx32mmn0p4HH3yweeihh0odb3nbfzX/+7aJAHD1/7uUqSsKj5xBIAgMHoG3rL5Gs+m66zebrLtB89Y13jz4ClLirBBgd6677royxm+zzTbFHtknoGNj2Cg2YbPNNiszzIz77Axb4GaO3xIbwcawbeyUMt75zncWouPJJ58sdsN/9oQ9uvDCC8t522+/fTmmLje+2DLnskFsGxvn5hGiTNkIPbZGOVtvvXU5R54ahDqPzGwX+8le1Rtl5JWPPGbLkX3nnXcuNgwxqVx5ER7q1p5+A9pKViJJ2NHedPXVVzff/OY3G99tJlF6Ze7Sb/r//Oc/35x00kmlXw5bdj4dGfhXk3U/bFlmqq/KqU+7TmxtTa5T1zByzHjQVpJsMqb032ZZYSrNhGltExtQ87e1n0SuIBAEgkAQCAKzQWBehN79999fghxkWyXMzA4QqAgqEGMINoGIb0ZU0LFkyZISVHHABDDIOLMLkHRIvzXXXLMxu87vSy+9tJRn6YnAB6Fn2ZDkHPl8CygEVIIdQY1AyjGBUiX+1KcOsjH85LNP0ON8QZff6tlhhx3K90UXXdRcdtllJf+G79y42Wyn7Zq3LV57NhgnbxAIAiOOQAi9dilYAHrxxReXMX2//fYrQb4xnq1BbrEjxnoEnkBPoG2foJVdQOSxFb7ZA8SW30g9S1kdQ5CZvec4W8OmLFu2rNgXs+Psk9RJHmUg8NzEYpf8Vj/7pX42y7ey2VDHJDZSHkndCEIys6lsoXLdjGLL7Pv9739f7JebUn4jGe+5555y7D3veU+zxx57lN+lwJV8KJNM5J888+Wqq65qvv71rze+q3wrKS6HZ4EAMu2UU05pTj755Df6wixOn3fWel24Jibrft6FD7CAKif/0jVoa2siq02Ca5tJMte9je5HAVNYa4/rKoReW6+QyBUE5o+AMYtP4uYO34Xvx5fhq9nH1/JfzM9/khdPYJzz2xgtL1/Mb2Xwu/hbdfyo/pbvpCDQBgTmReh5fo5lSnWWnI5vNhtCzQUg2BGUCF4q4SfA2HLLLcs+F4cLxrcLTrBixoSLzHkIvcsvv7zgtMsuu5Qye8t30VbSzvnq33zzzUvZgjUGXJAmHxnJoFwyuKCXTBCL9j3++OPlIla3i1ZQtN1225ULGhkpICvO1+oTQd8//tq8/Pe/tkF3kSEIBIGWIIDQ22Sd9ZtNF2eGXhtUwv5cccUVJXDbfffdCxlnbGeb6sw4NsJYz4aY5eYYe8EOsUlsAxLPjA72xT7nuOFk22STTZpNN9202B3/OYpmlHMQ2StBI/KQzXITiSPIjpjRx26Sx4w5ia1jp8jN3qiXHJxMdgn5x56yjXfeeWdxPNkox8lkebFyyXP33XcXO4jQcx4bVh1YZZJPYNtP0nZyK4dsvcnMvNNOO60sMw6h14vMYH7D/XOf+1xz4oknLhihR4baLwfTqlVTCnK9Lrlt8ww9PqoA0DggePTd1gRP+oencaatqWJKPmPUTJga+8QcCcLbqs3IFQTmjwDfip/0yCOPvHEj1ljGL+PHWTXI91u6dGm5+YnLkB9XwQeUrHLYa6+9is+1YuLRLcuXL298I/qkjTfeuHGzGLdgDEoKAguNwLwIPUHCww8/XAIkRt+sBIGL4EIHNxOB4fS/ztYTNLkQBAguOvl8M7TINo6Dc5Tl/Ntuu60YYEuYBDkuKN/OsQmqahDE8TSTzwXpmKDFMReymXscKDMEBWcCODKTV5AkcHEx2wRGlusK6KTqILzy19eaB556vHn6pRcWWm+pPwgEgRYhkGfotUgZE6KwBZaask/Gcf8RbOwBG8PuILo4Y5LjlZRiq9gngV8lshznAJqhJ9CVh31hq9iPJRM3h/y3zNexXXfdtdRjxrobSMpRv7rZNSSc+jiH7BIZ2Sy2xjF1+E9OTqclwRxRMinDceXVm2WOqd9+NtYMc4RfTdWGycd+qrOfpM3KdJ56e5Nn5/3sZz8rz9CbfKw337B+a7921rYOq97Z1kNOetWnZpJV3/roRz9anqGHMB52IiO/jJxt0O907Scn/00/dU3x79qa6J5eJf7nTPpfyDZU3cMUnvTfVll7MTW+669TJfn0E2Nt1cFU+bIvCASBbiPAB/rFL37RWGGHb7Ah5HADbnTiDUzkcSPVc2r5iT/4wQ8KV7DvvvsWXgAZePTRR5cVDb/61a8K4ec8/tM111xTfLzPfvaz5REpxpakILDQCMyL0CO8wKAGBwIMRt9/DkHt5P77bZ9Uv+Wtxrcer/+VZd/kshx3Xj1XPqlXhlpGrcfxKguDL1VZ5e2tW7m17t7znZO33EIhKQgEgckIhNCbjMjC/xcwmwmHUEOEmelmTHdTyDHBqhs9bIA8/rup5AYQOyHo820/R9DMPsQKQg7R0ftMPY4hG+TmlboQhf4j3JAM6jXzzm83jJTDoVSG/+o1m48syhZ4ItHI4OYTQpDTSR43u+RxvjycVUEq0k+7zMIz6xCxODnJjyis9nLy8cn/ZyL0yOSGmG92c6ETzODXZvIJRuTUxypRMh1u+ox+Zav+y3R5V8V+9YfQGyyy9FjJpBB6g8G2F1PjozFgqiRfCL2pkMm+IDBaCPCrzjrrrOaBBx5ojjzyyDLT7lvf+lZz/vnnl1nv73//+8sjWW688cbm8MMPL/7dz3/+8zLj7iMf+Ujxs7785S+XsXr//fcvzwl2k9QLqtwIPv3004tf+JnPfKZM/lkI+zxaGktrBoHAvAm9QQjRlTJC6HVFU5EzCAwXgRB6w8U7tc0NgUESenOTYNWdhUgVzLd5hpbWkxNJ3PbZZCH0Bt9Xe8mnEHqDwbcX0xB6g8E0pQSBLiOA0Dv77LPLTVIz8MzK+853vtPccsstzac+9akyu87jUTzS69BDDy03JT0L+OCDDy4b4v/UU08tL9j0UjU3Wz/wgQ80hx12WCH/vve975XvT3ziEyH0utxRRkz2EHqzUOgrf3mtefDp3zfPZMntLFAb0axlsqmPiZkpCz85ZURB7k6z3jwxk+qdE8/Q22TiTbd5y2139DZukobQW3iNh9AbrA4QjwKwLpCkveRTCL3B9INeTEPoDQbTlBIEuowAQu/cc88tqyIsmzW77rvf/W5ZNnv88ceX/5MJvSuvvLI56KCDCqHHpnz1q18tqyA8fsvKi0MOOaSQf1YlIPT4Up/85CdD6HW5o4yY7CH0ZqHQ117/a/PEc880L7768izOStZRRGC11d7UvGn1NzX/8w9vgPv3h8WPYnvTppkRWONNqzfrLVq7Wfz2tZo3T7wgIykItBEBTqhnwEy3LG2yzMgny0Mtq0VAtDkhdSz9bfsMvV7yqc3LgwU1SDJ9pc26rzMJyUr3bdY/WV1P+inyqQ1L1ae6pqvuyUr3bX6GXsVUO2Yi9ORz7XmMQF32PFXbsy8IBIFuIzAXQs+MPi/C+OAHP1gelXLGGWeUx7R4pt5ll11WXkp24IEHltl6Z555ZnmsykknnRRCr9tdZaSkD6E3C3XW5TychqTxRsBzFgUQ+kKbg53x1tLwWm+WgODHJnBICgJtRMBYhfDol0jQn411zuv3uXsL1W6yVqJkoWTop96KKdvRZl/COFafNdx23SNobF3AlK2Q+JP9Xof99KtB54En/dN92/tpP5jqz9rEb6v5B41ZygsCQWDhETCLbtmyZeUZv5bKWjb7k5/8pCyh9aIps+4ssfVyCySdZyT/6Ec/KmS/5ble+Gnc8/w9eb1c44Ybbig3BIzbfu+4447leXxbbbVVxpOFV3kkmEAghF66QRAIAkEgCASBIBAEgkAQCAJBIAgEgSDQWQSsKLj//vvLc2oRbuuuu25zxx13lJeQbb/99s3ixYvLS8S8WGzTTTdtbrvttubCCy8s+eT1krGlS5c28pqdfN999zUPPfRQeaEYUK6//vryMjPLd+vL1joLVgQfGQRC6I2MKtOQIBAEgkAQCAJBIAgEgSAQBIJAEAgCQWAmBMy4M5tv+fLl5fl5++yzT5mJZzavGdRIv0svvbQUsd122zVPPvlkmd2H7DvqqKMKCThT+TkWBIaFQAi9YSGdeoJAEAgCQSAIBIEgEASCQBAIAkEgCASBBUUAaeeFGHfeeWez1157NbvssktZll+Feu6558rbcG+99dYyW8/jB8zq80Zcy3Et4U8KAm1AIIReG7QQGYJAEAgCQSAIBIEgEASCQBAIAkEgCASBoSDgGXqvvPJKs2jRombNNdf8t+dge5beyy+/XF6G4dl6Zu6tv/76zXrrrRcybyjaSSX9IhBCr1+kki8IBIEgEASCQBAIAkEgCASBIBAEgkAQGBsEzObLS+/GRt2da2gIvc6pLAIHgSAQBIJAEAgCQSAIBIEgEASCQBAIAkEgCIwzAiH0xln7aXsQCAJBIAgEgSAQBIJAEAgCQSAIBIEgEASCQOcQCKHXOZVF4CAQBIJAEAgCQSAIBIEgEASCQBAIAkEgCASBcUYghN44az9tDwJBIAgEgSAQBIJAEAgCQSAIBIEgEASCQBDoHAIh9DqnsggcBIJAEAgCQSAIBIEgEASCQBAIAkEgCASBIDDOCITQG2ftp+1BIAgEgSAQBIJAEAgCQSAIBIEgEASCQBAIAp1DIIRe51QWgYNAEAgCQSAIBIEgEASCQBAIAkEgCASBIBAExhmBEHrjrP20PQgEgSAQBIJAEAgCQSAIBIEgEASCQBAIAkGgcwiE0OucyiJwEAgCQSAIBIEgEASCQBAIAkEgCASBIBAEgsA4IxBCb5y1n7YHgSAQBIJAEAgCQSAIBIEgEASCQBAIAkEgCHQOgRB6nVNZBA4CQSAIBIEgEASCQBAIAkEgCASBIBAEgkAQGGcEQuiNs/bT9iAQBIJAEAgCQSAIBIEgEASCQBAIAkEgCASBziEQQq9zKovAQSAIBIEgEASCQBAIAkEgCASBIBAEgkAQCALjjEAIvXHWftoeBIJAEAgCQSAIBIEgEASCQBAIAkEgCASBINA5BELodU5lETgIBIEgEASCQBAIAkEgCASBIBAEgkAQCAJBYJwRCKE3ztpP24NAEAgCQSAIBIEgEASCQBAIAkEgCASBIBAEOodACL3OqSwCB4EgEASCQBAIAkEgCASBIBAEgkAQCAJBIAiMMwIh9MZZ+2l7EAgCQSAIBIEgEASCQBAIAkEgCASBIBAEgkDnEAih1zmVReAgEASCQBAIAkEgCASBIBAEgkAQCAJBIAgEgXFGIITeOGs/bQ8CQSAIBIEgEASCQBAIAkEgCASBIBAEgkAQ6BwCIfQ6p7IIHASCQBAIAkEgCASBIBAEgkAQCAJBIAgEgSAwzgiE0Btn7aftQSAIBIEgEASCQBAIAkEgCASBIBAEgkAQCAKdQyCEXudUFoGDQBAIAkEgCASBIBAEgkAQCAJBIAgEgSAQBMYZgRB646z9tD0IBIEgEASCQBAIAkEgCASBIBAEgkAQCAJBoHMIhNDrnMoicBAIAkEgCASBIBAEgkAQCAJBIAgEgSAQBILAOCMQQm+ctZ+2B4EgEASCQBAIAkEgCASBIBAEgkAQCAJBIAh0DoEQep1TWQQOAkEgCASBIBAEgkAQCAJBIAgEgSAQBIJAEBhnBELojbP20/YgEASCQBAIAkEgCASBIBAEgkAQCAJBIAgEgc4hEEKvcyqLwEEgCASBIBAEgkAQCAJBIAgEgSAQBIJAEAgC44xACL1x1n7aHgSCQBAIAkEgCASBIBAEgkAQCAJBIAgEgSDQOQRC6HVOZRE4CASBIBAEgkAQCAJBIAgEgSAQBIJAEAgCQWCcEQihN87aT9uDQBAIAkEgCASBIBAEgkAQCAJBIAgEgSAQBDqHwP8DbeEswoS/6CQAAAAASUVORK5CYII=" width="700px" height="290px" style="display: block; margin: auto;" /> --- ## Las tortas son para comer... -- ## [*Three reasons that pie charts suck*](https://www.richardhollins.com/blog/why-pie-charts-suck/) .pull-left[ 1. Son malos para comunicar lo básico, a menos que tengan etiquetas. 2. No son buenos para mostrar tendencias (aun cuando lo acompañen etiquetas). 3. No sirven para mostrar tendencias cuando se utilizan valores absolutos. ] .pull-right[ ] --- ## Principios generales (para hacer malos gráficos) - Muestra la menor cantidad de información posible (no es posible leer el gráfico sin leer el texto que lo acompaña). -- - Confunde a los demás respecto a lo que quieres mostrar (con etiquetas que no explican nada o características que no agregan información). -- - Usa un gráfico de torta (con efectos 3d). -- - Si comparas más de un gráfico, ojalá utiliza distintas escalas. --- ## Gráficos en R R tiene distintos paquetes de visualización de datos (`ggplot2`, `lattice`). -- Pero, ¿por qué usarlas? R base tiene funciones para hacer gráficos sin necesidad de llamar a otros paquetes: ```r plot(pressure) ``` <img src="data:image/png;base64,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" style="display: block; margin: auto;" /> --- ## Gráficos en R A mayor tiempo invertido, la calidad de los gráficos de `ggplot2` y `lattice` es mucho mayor que la de los gráficos **R** base. -- Paquetes como `ggplot` siguen una gramática coherente, lo que facilita su aprendizaje. Además, con poco esfuerzo (aunque más código) se obtienen rápidamente mejores resultados. -- ```r ggplot(data = pressure) + geom_point(mapping = aes(x = temperature, y = pressure)) ``` <img src="data:image/png;base64,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" style="display: block; margin: auto;" /> --- background-image: url(https://d33wubrfki0l68.cloudfront.net/0ab849ed51b0b866ef6895c253d3899f4926d397/dbf0f/images/hex-ggplot2.png) background-size: 75px background-position: 93% 8% ## `ggplot2` `ggplot2` fue desarrollado sobre la base de la "gramática de los gráficos": -- - Un **sistema coherente** para describir y construir gráficos. -- Una buena gramática permite **descifrar** de manera fácil gráficos complicados: - Facilita la programación de estos. - Es más sencillo reutilizar el código para resolver otros problemas. -- Bajo esta gramática los gráficos pueden ser descompuestos en un conjunto de parámetros o capas, las que servirían para describir a *cualquier* gráfico. --- background-image: url(https://d33wubrfki0l68.cloudfront.net/0ab849ed51b0b866ef6895c253d3899f4926d397/dbf0f/images/hex-ggplot2.png) background-size: 75px background-position: 93% 8% ## Gramática de los gráficos Independiente del gráfico, siempre se necesitarán los mismos elementos para construir uno: - Datos (`data`) - Propiedades estéticas (`aes`) - Objeto geométrico (`geom`) - Transformaciones estadísticas (`stat`) - Escala (`scale`) - Sistema de coordenadas (`coord`) - Facetas (`facet`) -- Puede decirse que el código de `ggplot2` funciona agregando capas. --- background-image: url(https://d33wubrfki0l68.cloudfront.net/0ab849ed51b0b866ef6895c253d3899f4926d397/dbf0f/images/hex-ggplot2.png) background-size: 75px background-position: 93% 8% ## Gramática de los gráficos Si bien no aprenderemos *exactamente* como se hace cada gráfico, sí intentaremos conocer que es lo básico que tiene que tener *cualquiera* de estos. -- La gramática que veremos se puede representar de la siguiente manera: ```r ggplot(data = <DATA>) + <GEOM_FUNCTION>( mapping = aes(<MAPPINGS>), stat = <STAT>, position = <POSITION> ) + <FACET_FUNCTION> + <SCALE_FUNCTION> + <THEME_FUNCTION> ``` --- background-image: url(https://d33wubrfki0l68.cloudfront.net/0ab849ed51b0b866ef6895c253d3899f4926d397/dbf0f/images/hex-ggplot2.png) background-size: 75px background-position: 93% 8% ## 1er elemento de esta gramática: ¡Datos! ### `gapminder` Base de datos de Gapminder.org. Contiene información sobre la esperanza de vida, PIB per cápita y población desde 1952 a 2007 ```r library(gapminder) ``` Anteriormente vimos que una manera de representar la relación entre PIB per cápita y esperanza de vida era a través de un gráfico de dispersión de puntos con dos ejes. ¿Cómo se construiría este gráfico? --- background-image: url(https://d33wubrfki0l68.cloudfront.net/0ab849ed51b0b866ef6895c253d3899f4926d397/dbf0f/images/hex-ggplot2.png) background-size: 75px background-position: 93% 8% ## mini-taller 2 Completa lo que falta en el espacio ocupado por los puntos suspensivos. ```r ggplot(data = ...) + geom_point(mapping = aes(x = ..., y = ...)) ``` --- background-image: url(https://d33wubrfki0l68.cloudfront.net/0ab849ed51b0b866ef6895c253d3899f4926d397/dbf0f/images/hex-ggplot2.png) background-size: 75px background-position: 93% 8% ## mini-taller 2 - Solución ```r ggplot(data = gapminder) + geom_point(mapping = aes(x = gdpPercap, y = lifeExp)) ``` <img src="data:image/png;base64,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" style="display: block; margin: auto;" /> --- background-image: url(https://d33wubrfki0l68.cloudfront.net/0ab849ed51b0b866ef6895c253d3899f4926d397/dbf0f/images/hex-ggplot2.png) background-size: 75px background-position: 93% 8% ## Los primeros elementos de esta gramática ```r ggplot(data = gapminder) + geom_point(mapping = aes(x = gdpPercap, y = lifeExp)) ``` **`ggplot`**: crea un sistema de cordenadas al que se le pueden ir agregando capas. El primer argumento de `ggplot()` son los datos para usar en el gráfico (`ggplot(data = gapminder)`. -- **`geom`**: elementos geométricos (puntos, líneas, rectángulos, texto, etc). Cada función `geom` toma un argumento de `mapping`. Este define cómo las variables en el conjunto de datos son mapeadas a elementos gráficos (i.e. especifica lo que vemos en el gráfico: puntos, líneas, barras, etc). -- **`aes`**: propiedad visual de los objetos en el gráfico. Los argumentos `x` e `y` de `aes` especifican cuales variables mapear en los ejes *x* e *y* del gráfico. --- background-image: url(https://d33wubrfki0l68.cloudfront.net/0ab849ed51b0b866ef6895c253d3899f4926d397/dbf0f/images/hex-ggplot2.png) background-size: 75px background-position: 93% 8% ## `gapminder` Para visualizar mejor la relación entre la riqueza de los países y su esperanza de vida transformemos logarítmicamente la variable PIB per cápita. ```r ggplot(data = gapminder) + geom_point(mapping = aes(x = log10(gdpPercap), y = lifeExp)) ``` ¿Cómo creen que se verá ahora el gráfico? --- background-image: url(https://d33wubrfki0l68.cloudfront.net/0ab849ed51b0b866ef6895c253d3899f4926d397/dbf0f/images/hex-ggplot2.png) background-size: 75px background-position: 93% 8% ## `gapminder` ```r ggplot(data = gapminder) + geom_point(mapping = aes(x = log10(gdpPercap), y = lifeExp)) ``` <img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAfgAAAEgCAYAAABYRWE9AAAEGWlDQ1BrQ0dDb2xvclNwYWNlR2VuZXJpY1JHQgAAOI2NVV1oHFUUPrtzZyMkzlNsNIV0qD8NJQ2TVjShtLp/3d02bpZJNtoi6GT27s6Yyc44M7v9oU9FUHwx6psUxL+3gCAo9Q/bPrQvlQol2tQgKD60+INQ6Ium65k7M5lpurHeZe58853vnnvuuWfvBei5qliWkRQBFpquLRcy4nOHj4g9K5CEh6AXBqFXUR0rXalMAjZPC3e1W99Dwntf2dXd/p+tt0YdFSBxH2Kz5qgLiI8B8KdVy3YBevqRHz/qWh72Yui3MUDEL3q44WPXw3M+fo1pZuQs4tOIBVVTaoiXEI/MxfhGDPsxsNZfoE1q66ro5aJim3XdoLFw72H+n23BaIXzbcOnz5mfPoTvYVz7KzUl5+FRxEuqkp9G/Ajia219thzg25abkRE/BpDc3pqvphHvRFys2weqvp+krbWKIX7nhDbzLOItiM8358pTwdirqpPFnMF2xLc1WvLyOwTAibpbmvHHcvttU57y5+XqNZrLe3lE/Pq8eUj2fXKfOe3pfOjzhJYtB/yll5SDFcSDiH+hRkH25+L+sdxKEAMZahrlSX8ukqMOWy/jXW2m6M9LDBc31B9LFuv6gVKg/0Szi3KAr1kGq1GMjU/aLbnq6/lRxc4XfJ98hTargX++DbMJBSiYMIe9Ck1YAxFkKEAG3xbYaKmDDgYyFK0UGYpfoWYXG+fAPPI6tJnNwb7ClP7IyF+D+bjOtCpkhz6CFrIa/I6sFtNl8auFXGMTP34sNwI/JhkgEtmDz14ySfaRcTIBInmKPE32kxyyE2Tv+thKbEVePDfW/byMM1Kmm0XdObS7oGD/MypMXFPXrCwOtoYjyyn7BV29/MZfsVzpLDdRtuIZnbpXzvlf+ev8MvYr/Gqk4H/kV/G3csdazLuyTMPsbFhzd1UabQbjFvDRmcWJxR3zcfHkVw9GfpbJmeev9F08WW8uDkaslwX6avlWGU6NRKz0g/SHtCy9J30o/ca9zX3Kfc19zn3BXQKRO8ud477hLnAfc1/G9mrzGlrfexZ5GLdn6ZZrrEohI2wVHhZywjbhUWEy8icMCGNCUdiBlq3r+xafL549HQ5jH+an+1y+LlYBifuxAvRN/lVVVOlwlCkdVm9NOL5BE4wkQ2SMlDZU97hX86EilU/lUmkQUztTE6mx1EEPh7OmdqBtAvv8HdWpbrJS6tJj3n0CWdM6busNzRV3S9KTYhqvNiqWmuroiKgYhshMjmhTh9ptWhsF7970j/SbMrsPE1suR5z7DMC+P/Hs+y7ijrQAlhyAgccjbhjPygfeBTjzhNqy28EdkUh8C+DU9+z2v/oyeH791OncxHOs5y2AtTc7nb/f73TWPkD/qwBnjX8BoJ98VQNcC+8AAEAASURBVHgB7N0LvHVbOT/wlW5uucs13tAFhQpRykvUEZFLqRzOSYXUSRfJpfIm0dU5pZtK3pKIKLdc480hpJuiiHiRa8kthOr/X9/Z+e3zvOPMudbae6+999p7j+fz2XutNS9jjvGMOcfveX7PM8a80v+by6xL10DXQNdA10DXQNfAkdLAexyp1vTGdA10DXQNdA10DXQNDBroAN9vhK6BroGuga6BroEjqIEO8EewU3uTuga6BroGuga6BjrA93uga6BroGuga6Br4Ahq4Cqb0Kb//u//nr3jHe/YhKqM1uFKV7rSrOcijqpm4UZ68/eud71r4XF957gG+n03rpdVtl75yleevfOd71zl0H5Mo4F+3zUK2cbPg7rvrna1q82ufvWrX6GmGwHwb3/722f+NlGucpWrzK561avOGCFdtqcBN9z7vM/7zN761rdu78R+9KCBa1zjGrO3ve1tXRvb1MB7vMd7zK55zWvO/uEf/mGbZ/bDaaDfdzu/Dz70Qz909i//8i/77rC+7/u+7yjAd4p+533Zz+wa6BroGuga6BrYWA10gN/YrukV6xroGuga6BroGti5BjrA71x3/cyuga6BroGuga6BjdVAB/iN7Zpesa6BroGuga6BroGda6AD/M5118/sGuga6BroGuga2FgNdIDf2K7pFesa6BroGuga6BrYuQY6wO9cd/3MroGuga6BroGugY3VwEbMg99Y7fSKdQ10DXQNHCMNvOIVr5i96lWvmn3Yh33Y7Ha3u90xavnRbGoH+KPZr71VXQNdA10D29LApZdeOrvggguGRcfe//3ff/aGN7xh9oAHPGBbZfSDN0sDnaLfrP7oteka6BroGthTDfzXf/3X7LWvfe3s7//+78+5zsUXX7y1oui//du/zX7+53/+nP3Lfrzuda+b3fa2t53d5CY3md3rXvfqS1QvU9g+7O8Avw9K7pfoGuga6BrYBA0A7vPOO29297vffQDi3/u939uq1rWvfe2t77783d/93Tm/88Oy3S9/+ctnf/zHf5xNw/KsX/AFXzB79atfPRgOv/zLvzz7iZ/4ia39/cvBaKBT9Aej937VroGuga6BfdfA/e53v9kb3/jGrZdnfed3fufsWc961gDm3/RN3zT7yZ/8ydmHf/iHD973E57whCvU73/+539md77znWd//dd/Pfvnf/7n2Qd8wAcM7+qwBvvHfMzHDNudxAh4/etff4Xz+4b91UAH+P3Vd79a10DXQNfAgWngvd7rvbbAXSX+8R//cfZlX/ZlQ328nOclL3nJsN9Loj7qoz5qq55vetObZn/7t387O3PmzJCE93//93/Dvje/+c3D51ve8pbZB37gBw5vj/TmzQ/5kA+ZfeEXfuHW+f3LwWigA/zB6L1ftWuga6BrYN81cKc73Wn2O7/zO7N/+qd/mr3ne77n8LZCbz+LXHLJJbNnP/vZs//4j//IpuH4e9/73gN4T72h73//939nN73pTWf//u//PmNEfNVXfdXslre85VYZ/cvBaKAD/MHovV+1a6BroGtgTzQgzv6yl71sANrP+ZzPOecat7jFLWZ3u9vdZk960pMGT92rdeONO/Ds2bPnHM9zR8m/4x3vOGe7d8b7e9e73jVs91ptoC4O32VzNNABfnP6oteka6BroGtgVxoQ+wa0gBlwm8suOz4idv7IRz7yHJr+qle96hbIe6/4K1/5ytl1rnOdmWz7z/zMz8ypW59i7Tx2Xv61rnWt2fWvf/3Z7W9/+w7uWxranC89i35z+qLXpGuga6BrYFcaeMYznjEkt/HiATQ63nx2wgv/ru/6rnPA3fbqwZsL/7mf+7nDFDl0/IkTJxxyjjAS7PvP//zPIWP+Lne5y+zWt771Ocfs5IesfIvshBXYSRn9nHM1sHYP/i/+4i9m7/3e7z1kYuZSf/7nfz58/YRP+IRs6p9dA10DXQNdA2vUAGD8kR/5kXMAEgij0skd7nCH2e///u+vdMWnPvWps+c///lDnL494cpXvvLsne9857CZETEVl2/Pa3/LyGdQENP1XvCCFwzGhsz8X/3VXx29dltG/71YA2sF+B/6oR+aiemYPvGpn/qpsy/6oi+aPf3pTx86zU0gCeOLv/iLF9eo7+0a6BroGugauIIGLE5jbLWQzDWucY0r7P/hH/7hWbLa7QTsn/IpnzLQ7TzjePJXOHFkg/GawXCb29xmmFYXLx+4y5KP2G6s364wEMTrtQfdL7SQclH/L3zhC2cSArvsTgNrBXg3kXiPqRcsSQBv25Of/OSBHrrPfe6zBfC/+7u/O/upn/qpofYsy0/7tE/bXUv26GwPCaPl6le/+h5d4egWS2+Sb1jkXbavAbozoHbZmQaO0n2Hev/e7/3ewXMGin/6p386xL+jGdu++7u/Oz+HT/H0Bz/4wVtz1QPS5xw08kNM/tu+7dtmEvRMfwPGtom9m/5mkZsqMux/7dd+bfZ+7/d+dfPC77/0S780ZPInWz8sg5MAPuPiMPafMY/xFWNloRLWuHMqrLFWgJdtede73nXw2B/xiEcMqxtZ05gYrELr+G1hBJYocYxO3UTRYQbZVR+OTWzDQdUpALWpfXtQeln1uga9rrtVtXX5cfRmCthR0p3YecBQSx/72MfOHvOYx2w1GsBe7WpXO6fN2m/8wpyKb0+BgEKA6Ud+5EfOPvqjP3r227/928Ma9PV44x8nx9z4lub/m7/5myHWf6tb3WqrPsu+yAeoxqvvGWdPzOP+nL7D2H90RFdVd8t0sY79VZe1vLUBPPDmtT/xiU+cSfAwnxLI14Ya8CPi8YnJm4cplrOJos6sVxRSl+1pwM1Of5vat9trzf4f7aHtutu+3uNFHSXdcYgqwP/hH/7h1rxz4+g97nGPAYBbUFwFdC1qA7R5np/92Z89ec/JrzLNzjNdp82JpdN59A0LhAM8/x/3cR+31YH/+q//OnvIQx4ys2Y9et4b6xyrPIaD5XPf/va3D/uMuSlvq4BD8IUutaHqZz+qja0Zk8sRd2zvNra5sa55zWsOFI4VjTQQZQPsiWQPCyB06RroGugaWLcGAJRQoAVcLLFqLDpM8lu/9Vuzn/u5nxu88FOnTg3Lx/7Gb/zG4Fn/4A/+4DD1LdPdMBTmuUfQ85/3eZ83M8hXIwDwYkczBuf4+smIFB5Fu8ueXySuKyYvMx9Io6Eta2sqHpaA2Aao7Vev+9///rNv/uZvHvDgsz7rs4aFcBz3l3/5l7Pv+Z7vGYBducIBgL7LejVwpXmHXJ4xscuyrWP8V3/1V4PlpcNYj25Syxvy0r/xG79xdoMb3OAKV7GP1bOJ4qbrHvzOeoYFz6J961vfurMCjvlZPKo6YB9zdUw2H1jc/OY339r/QR/0QcNcbpT1bsR9+63f+q2zP/mTP5ld97rXnYmD7wUIocRNNeMUKf8jPuIjBkMFQPst2ezRj370zAtcxNR5wq136znjRO1EPKfGOPQ8D11i9JjwxiXtvehFLxroc3UTln3Uox61dfhznvOcIRcgjCfa/8d//McH4+Mrv/IrZ2fLQjqWyH3KU56yde5R+IJpgWcH4cGPJV6u1WS64x3vODQMXeOPfP7nf/6wZGHddhQ6sreha6BrYL0aYMx4QQmATvhu7AreUva85z1vALrnPve5QyJvG3/+oz/6o9mNb3zjsdNX3sZoiPdrHXbMAI903aItAQSfWAjgTvzmOElYfsUrXjFMSathz9QlgJrf2/l0LX8Mmetd73qD/seMcpn15sDXuqpTFfWodfFKWvkCHDjL2EYYFJL2uuytBta+0A2rLuCeqo9ty77+2TXQNdA1wOvhDHij2cmTJ2e/8Au/MKoU86Nlk6PkZZJbtY1BYO2NCHA60SzQovw/+IM/GFZ4y3HLPj/4gz946xCJU5UW39qxyy9o7OSqpKiAe34Lf2I/tWEM3B03tT1lrPqJJUg8FyuAPo9gDQLu2dbW1YI3Mu0jCGLvlZcEmHXqP/ETP3Foz4Me9KAc1j/3SANrB/g9qmcvtmuga+AIa+A7vuM7hreVZf41SnpMgHT1LgGOeDvq2qd48o/92I/NPumTPmnrdN63N5vd8573HJZebad5bR3YfMEiBOAwBJ/8yZ/cHLG7n963frOb3WxgI7QDsLomur4V9HtmJLX76m/15FC1Iv+pJry1+/MbYPPSiQS4ajjlmHwKt5ruVuVjP/Zjh7Xu67Z810ZhgBe/+MUzr6nlCArpYg7WZaDkWv3z3Rq44p3QNdM10DXQNbDPGuAtVhFnHhOLqgCdxKBN0ZKBDdADjC2DiBUAphHzxX/xF38xPyc/Je2JGyuPZ3rRRRdNHruTHWLQNccCiFsn3hohrfCE/dVYuwQ5IFwFiI6BJQaiUuT1nKnvmAO5BwB4TMTb4+3bb/0T50j4e/zjHz+aVyX8EBFqedzjHje0AYsB+BcZFDmvf66ugQ7wq+uqH9k10DWwggbEYC1iBVAkYQHK3/zN3xwWTfn1X//10Qz3r/3arx2SsRQPNGRrj8mXfMmXDIAjLn3ta1979v3f//1LPVsUfpUK9nV7+x3YtB5qe8xOf8syb+sBwH/gB35g8KAxB35XsVJotqlbjXXnuDFwtw/wW7QmwmgZO7Zut781IPIq2K//+q8/px+BvTfUqRMWRWKdtjC+zBAQc8ewPO1pTxuqIDaPtQnFb//p06eHjPvUsX/uXgMd4Hevw15C10DXwGUaAArmOKPFeXPWxaixWwthjXnPQEGMmxcnE/m2t73tpE5ltvtbVRgPr3nNawYPk/HwNV/zNaueuu3jLChj5pCpwueff/455zNKgCAv1hxwVDrPuspLX/rSrZ8VbG0MuPsOaMNi+L1dGQN3ZZj2Vg2PP/uzPzunaIBsUZyELux0jIV40hbT6L78y798CD2cc3L5IenOtVD0xLn1uuXQ/nUXGugAvwvl9VO7BroGztWABVjQzsCdtLSwRLEpEZ+94IILpnbveDuDQ1weeEq+83svhFcu2523LBYOzGXef8ZnfMZMVr8M/ABrsvMX1QPAA3V/LdhLztsLqV7+WPnqz2jDJjDCtFF/S6zjlROhhkX97Bix+hve8IaDscPrz0I39nVZnwY6wK9Pl72kroFjqQHTvGRJSwLjoQO3iO9oXn+8vhbwcxxg+b7v+76ZN0/e7W53m4lPr0uwAqZzAZTdgjtvFSBJuGuXB807N9SbgcM7/Yqv+IohXOEcXn0LzICbJx+DqLaZoRCRC0DHANbf2972tuw651MfiGcDXdccE8v4ms8uzwFtbh6+ufcMCWuXYBrijY+d7zj1FXZBv3tnPEYhOQEMtWUvFdNub6yz+ilvXr8wvrqsVwMd4Nerz15a18CR1IBBXVyVFyx72rQtgM2TkxiGus10WHF3gzdAA4TXv/71B9paItypU6euoB/n8nITj+XtWgVTstZuRVzXtDp0tli8LH1GSBWvKeXhy85/9rOfPWR61/35rk0WuwG8QBTA1aSwa13rWlfwtBk2QhL3ve99U8w5n8B6DNzPOWj+4yUveckwJ18/TAn9mzborXJjAlSFJ175ylcO4QrL217nOtcZ1ilBu5umqM9cixeujfRlm99tPemBXoE740M+hPoBbJS98vXrlKgPY67L3mlgrSvZ7bSa6Bw3xSaKh0YCyJQ1vIl13pQ6GSBk/dZpTZtSt8NQj01ayQ5IPvOZzxyeU8+Dt43d6173GmKt9eUjpnnx6rzf22DPu2s93Vb35rN/3dd93UxGfMSUNuuW70QAh8xvHvTDHvawmTXUI2L9VmKLyFhnrISa5n2GjcgxPk0dA4CJe9OBqV6SAcWSecXYCWu5+0xymuNk8Uso4/17iYrxbpGHXK+7ne9jiXn1/HY/doWujL08eaBs/QEAH9blp3/6pwcjhgEgrk5PgF1Znm85BwCe2A7QHeN8Y+fP/MzPzD790z+9VuNIf9+0lez6PPgjfbv1xnUNTGtAspfFRiyFumwRFwugxAgHThYvIWjvCuDA9OM//uMHL5m3yDteJgZFgBFh2PCGdyK8U54jT9ZrTCu4Ky9AnrK1u91m6dtWsAvtwjcoeVPztJcBoCzz94UaAKcsf5Q3HTMqzACg83WDe9ahX+Tda4/9ta945OlT9TJ9kHFjewwUjIapiWLm1iCwXj69Mpz8Drgrn96Aes4F+BYm6nJwGugU/cHpvl+5a+DANMAT5W0FbIATMDaYj4klTCtYJkns27/924dB3KAucx7ljO0K43W/+91veLMk4AAGDAXAKCHLy1O8swJ1jlbmIaLmvZTkwgsvHKvGwm0PeMADBoAS527BjsFgm7nXVayqVueWv+lNbxqMC9P5ME8n56vq8W6BuLi1behqQPbmN795+FOehXQYKfTAQKFPujVd0PrumVVQr+14Hj5p6e963LLvmI+Aao5VdqsD++q29pix/IiaM8A4wID4GxPx/2pACF/w/LscnAY6Rb9E952iX6KgBbs7Rb9AOSvs2kuKPp5uMp9V59Q8Pv4N3/ANozUDZgwC2c6mmolZ1yVJlYfqBmStABLevHdVfOmXfunWbsDOqBAHVo9b3vKWAwDx/NDajIdVxTQ49HddOCbnmiZnyhr6XTy5FYuy/OiP/ujgpXrFtcQvnqpENsAp1s7AAY4S0FDs3oQ2JQwZZTJg0PLaMybaX8NXvH6gOJVAN1aGbfSrL/RRBLCOLRYEhF0XayKMUUFdvWOYKYfxcemllw5rxgP6b/mWbxmMPAaPxErPdyvofeEWBpXwjIVs1O+4SKfoj0tP93Z2DWywBgzSVQz83vw1JQYusXID+wtf+MKBkn71q1+9dTgPd8oLBYw82tZ4sP1Vr3rVsMws751njFlQjhBAS51vXWzkC2+5XQ1PjJmR5HWlkuPQ9mLhWAbyK7/yK4OHjj1gBIg3o+HR6RiKeMVoagKovvqrv3p23nnnDSA5bBz5h84/c+bM8E70KXB3GhCm94j6ovWrF5x9iz7psYI7p8Q8e21vhSFgnro+xEhUyfHAWWIksM4LYbx4x/z+s2fPDkl6gHtMvHJWkuTP/uzPDgvdHCdwH9PHQW/rFP1B90C/ftfAAWiAN/uYxzxmAF1eufnbYsSLhMfmWEAp3srbQ7FbneyhD33oAIjAyaDOSwQ6wIcnyFOUkV2FJ1znhtd9q4A7QyC5AeZkm+rFawXgrus96tZ6FwdPXYQZTpw4MbvRjW40tD0hCq88tfIavSSRLvVpPWrXcVz1vnOsT9f3lrtl4jqVcRAP5/HHsFh2/tR+RgVjrGb459isM+93a0gAeFPmnI+lYShEGAbx9u1ftJ5/DIWc2z8PTgOX9+DB1aFfuWvgyGhAPPQNb3jDACK82k0WWeHmnW9HZFnLmo8XLFueVy+ZKnF5gH6f+9xn8GJRu4wA1L2M6ghvVRmth8uIABCmT9UQQM7jGbqWWL0kL4CtDIlsfqsPD5qnnbIBHcAn9snyV6+Ae8r2m+ESr9P1ga4FbBgK6HsxfOcyBoQQ0NrYEJR+W17KnfpsDR7HJelt6pxs5/lH39nWfmq/7H6fwNw0RdMaIy2Lw+AC7PRfDQ/H8/Z57/pM3+32VbypQ//cWw10gN9b/fbSj5EGAIE4MIDg3YnXAreDFF6uN60BZd+B4248rIc//OFb4K5dwM6ysZUeBwK8UNQ2AJa4hn5HDXshCVCUvIbKrVPjlMc4AEKmm7XCKzaVC0gDLNcJcLseal2YQV1Q7a5FUM7AifBKba+e7LCj/EuZ3r7GUzUVjNQlbs08yLr6Qg/bBfdyuR19tb4AY4YOpgSwuweBvOMxBtaQx2a4P4UtJAHSJZ1Zv2BKGDQxiixKYxpjl83XQE+yW9JHPcluiYIW7D5uSXYGPiAfuclNbrI1nSzbtvM55klt53zHSniSJBbaF5VtYN+p8Pqn3i6WMiWy8abF18W/CVAxj55+zD1/4xvfOEwZGwMoekzcO2X6lKSHQp4SXj1w1lbeqiQ3cWTbTV/jnZoOhmqOdz9V1rLt4ueSA5WX9dQXnWOuvEQ91PmY577o3LF9vG/tBNrawrBp6wHUM+1NzN00uOr1W2XPXH46lWORhYXWcd+N1fk4bNu0JLvuwR+Hu663cV80ILGpAvxYRvmiivCQDMBixDKq1yFi0gF35b3+9a/fdrG8cB4f0AQCaP1FACk2zysE7oA9wpsE3gB+DNhzXNVhtvl0fefW9mQ/1kSsPOXyvCV8AXx/t7/97YfpeRZdaWPnzo3XnvKWfdIrI2ZVMY2OYVT1seq5Y8e5T8xk0A88dBnrmAlL2tqmnZdccsnQLgmM+r2l/zETDAOGU5ejqYEO8EezX3urDkADAI23LEaJhpaxvaqIC1sdDnhhjayfvhsqPdc19cwLYFDIQFe9xsQ0N94lL7PGVy2zmhXlACOA5bXKoEd7q28LkICEt8hrrYCGjrcmfEB4rB62AawxeeADHzgk1QFj7UCzV9Bqy62/5Q5o19gby8bAnYFVzx+rz6rb6F0eAL2NGSe1nFaXdV/9DsRluEv2w07IQTDVUD5EXcuAUSFEUvWkHOyavIIuR1sDVz41l4NuoptvkUdwkPXzoHtAN7V+B6mbZdcGVMCuzq1dds5+7BeLRgF71zcPRsb3OsSA6yUpFgIR6+SttmKAB3QBKft5Y47lFUpuEq820NOfpC+DuN/bFZ63ODFgkfmNnhffFueuQg93v/vdhxg2rxCw6TOMhHnr6pU54eov+z7vZUcRe7EIIKlAKU6uTFPRPENivKZWAW91GhOgTQ/WvG/r6Hj3Er2qkwVqZNDry1VEmxhfq0pty6rn1OPU3zW1l/dOZ67PKFoklvrV/8sMAWOS9e2f//znD3PuGS5JIES9J4Pe/WStgWTA6wuhBavRWRho7L4C/qvqdVFbjuM+9zk8W5dxuKoOPRv6rZXuwbca6b+PvAbQtShLA6K5zxY2aecE71QJBmh/Y+J6EplQqQZ617ZqmwHBUqAAmTAmn/WsZw0UrH3AzEBuUF9VeNs1wQ9AWzt+zIP3kpA6Fcz0MscBedPiamyX1wzUUcAxemWQMx4kuQEm9RSHZ+gwGLQXvU7HqHOGS85Ne7AVKGP7iP0ofcClv8Sc9ZOytCPGY87f7eeqnvOi6xhkGYsMNuVhTRhUAJ5IzMPULBr8Ue0A2VKwwMI9IxGuAr7tjCdZ/QzAgLdrMEzoKMvqmlfv5ToMDNv8lqwYPTuny9HVQAf4o9u3vWUjGgBWBkADJ0FrAqh1AfzIJbc2yWYHcAE3lDMKHHihVdUFqPKygChwJ+ZGW1Hs5DzzfFXRJkllAW6ggqqXUU5Q7U9/+tO3PPU6XU79Mk1K0hAPHmjxEIAF8AFmaQcgsxwrpsBx2qKdjqVvq74xXuzzfvScV9siea+CjoVnZP7TwenTp4f6OA+AWXBFwp728Xajp1redr+v6rHzfulq7Hh6McugMlbqDuCFCHjci8BdnbEXdGuNe8YAnUgSNIUtkpkG2s2Y8hcDQB/I/q8i4x0zol4WsKl6rsf170dPAx3gj16f9hYt0ADKtNK/BtO9GvDQ1gBONjOaHShUcDPgAnIDOK/ZVCSABVT9DnA5Zxkw1CYb0AG4siIMmswrB1CmfKX8rBfO+wTm9Vq8cOUxPnwXggiYpGwA4zxT2wCMuer12qdOnRp0znCh+zH61zkWn7npTW86TKdjIKR+bVKcEIf6q0dArq1T6rbuT+3DVpiipl4V6MdyLmSoM4Cslpf2qJN7zjoJ1kyoZfjOKLB0rjYxqmp/ONc9Ex06RpgJ06I8WfFjOQwMky7HTwMd4I9fnx/rFosrGwTFIA2MBkWxyHWLJDlrdxuAea7ixbKZLZRiwGZYAH2JaAT4mU8OBLyaFfgDAcehu2WET4mEN+UyBHjC5rrHi0QVG/yt7S4cQLztrIINb51xAeAZFsoDEs7VBnS9jHGeszpVMGU0oOudX8usddVeBoa2BJjq/nxnCAC0sCvZ3n4CQSxMpNYn21b5XFYfZdCD+gSE05dj1xyj+YE779m9VkU73XsSG8ck5bu2eLpyIgyqKvTOQOrSNdBqoAN8q5H++8hrQJKWF6fwhMS+98KDlxFfPU8xUF6Z1dzE3tGoKOxWJK8Z9A3wQB/dLSGwHdRz3tl5LF/imbnVjgfCVax4xrM2H9z+C+dvaWvb61qAWsjAVD2/xXnFap3Paxd755W33qRtyp4C91oX34FqjI92n9/LwH3snGwLZR8wzvapz3jHiZePHUdXYtd1yuNU+VPbhViwDjG29IPwyFj/j9UBuNMbI0G/MMIkNgrtYETG1gwYK6dvO34a6AB//Pq8t3iuAVnleyWSzSq4u06mZ0mi8jclyVa3H5iKQ1snXua5Qb4VL2XJwimOByLAGqAQ1DmjAmgDYqBmOp/YfwAJRQ84MAAJIaj/a1/72sFzl/wWz5tHqx6h4BeBteurj3OAL6nT5oYNa/xHd/pVOGEVYUxI3AOQFoQZE2UyrgA93WhP9DZ2/NQ2BhAdeOMeJgdbAqBzX4ydp08cZ71+mfFW/sPmnJivk5Dpb8I50e1YGX3b8dbAelbTON467K3vGtjSgPj2Pe5xj3M8URSrjOdVBKNQBWijhacWVeHVZUqU84Ab8OUlRoA7AdKy84mpcYBG4hcjApjU3ASAZhvJ+b4zEAD2mMiEVwYQjADDk/PkwKc85SlDJne279XnInCvOnF9+qBv7Er25bPWj/5j+GhPC/Bj59Tz851Bob+ANjF7oRW6o3s6ZngxiFD8Fq0xe0D8XzIfPcuIXye4P+c5zxlCPKZ7ytzvcvg1cPkocPjb0lvQNXDgGkBx86qqWKs88e+6vf3uXIO3wb2CJO/PoD8mQFoGewVn3ndLpedcq8Td7na3G7xzGd/AA9CZReAtcQBDbgBaX7jAn7oAMZ6sKVnq2Yr9DAt0cguAyhfnl0m/Khi25dffkvG2IwwPdW/DHJIbrfyGUWG4MJSA73bZnSldt3WkR3F39wJwxsy0IiQiT0SfCwv4FIJ58pOfPDs7D8dgZICvdf3XKZIGvTwHM5D33WMMuhxuDYyPGoe7Tb32R1wDMqxf+tKXDgOxl7tskgCJFgBNeVomsqz9AVBvQrPiG/oWcEtik10e4QlaQAaY8uicl/d255j2MxRzPNEnPvGJwwIpwBiQWIRF8qFrK9d0KtS/6Wg8+IA2gM531wBagNO26unX60s4PDN/P/rU/nrsKt+11fxvYLdMGANYFdfO9bUBKNf54ylHXsZeCUPDUr9Vf/VadOmvrZeZGAyQ5Cf4bI+p5ezku74WemFQELqSyHiDG9xgJ8X1czZEA/1lM0s6wsBokF0Wa1xSzLHcbVBC87bx6N0ow7Qjc6QNcjww371hbD+EhyqJzf1w61vfekjSE781EIqtol+BcY2r8oQtUsMDM6/ZIjjmhVdv8jWvec3gVQNWgpqVSBVPTpkRwGRetaQ3njGwkIjHIGilgkK7LyCX7Te/+c3PoWXFpi3SgvJOvXJs/cRWMGhW9WLruTv9jmGw/OoqAlTVP8C1yjnrOqbVseV79euy5yFGVAyB6173usM9JlRAGAE8bW1bl2BXzjvvvK11E5QrByML5qzrOke9HM8DBiSG9H61F/M2dj90D36/eqBfZy0asFBKPBlejClh+wHwQAK16toGXkANyPMw86hNVZPgVgEe+InJi3k7z4I1wB3IR3iijJV4/gwJbbOCWxacybGAnLflmMgYuFtB7oILLsghW5+mvCXpLYl4dvISI7L4hQoYEMsE6IyBOyZjr7zhJBUuq5v9rf5WOWfqGIOoGRBWpKsLz4wdz7BtjQpTJbPwUHsO0A6gt/pkQJqGKEkShe8NgWODeVvmdn6b1ZE3zlkMSby/g/t2NLiZx/YY/Gb2S6/VhAbaVbpW9eQmilt5s8x4oGqA9smDBvqx1IElD122s0xnAkxNMXNuBm/brTJXRfyb1xZRrpfEjAkgWEZNG/yV6fpVnMsAQb9iIHwnwEi9MQmhf5MIVs8f+572t/uAW+b4t/t2+3vqmrstd9n59HrDG95wWG645jy054nhM44SEsh+oZCpBWfcH7kHGIC1fIaSv0c+8pHDC4ysa7AXYjlh8X1T+OQKdDn8Grh8VDn8bektOAYasBhM5gQb6JIVvtdNB46VVgfC9TfvjhcuoU7yGg8ILS9JLdnoqWPrxaHkxajFv3n7DIV4T2LjvPGsU18z5lNe/QSqVrFzvkVqCOAI7csQwQ7w1jAfEqss+sMzlcxl3XtlVICp5QeEsq0aLtnmkxd6Yj6daydCH/r2oQ996PBWPaGPquu2TNPN9M9uZJXz3/KWtwyXsOSwEIbpa60ox73hL0Jn2gSgrcFQr+VeZszJU7DiIZDFELifIsqqORjZ3j+7BpZpYCMoeg/vuimnZQ1fdb+HUf2msphXLec4Hkdv6+5b9wmvHY1sYDf474fItjadCo0O/HjIMtCBuXoYgOUDkEqN8zbFUF/1qlcN+5xr1bH2fvf7Gc94xnBM/j32sY+dXXzxxQNrADBRvKbLTYGq8wBDptoBa5nxQERooFLyygOiXlqi/jXHRD1kltfjUyftZEBEFtUFI9AK1iBA2e7z+6KLLhrWy5cxro7yD9DSNezRnmf52N3KonakbBR5+o3hxkAC3uoZof8Tc8MmbTR+oLy9OAd4Y188E2EhxGzdV/ZJHI1oP13Y71Nf7pe4X9LO/brmTq7j/jTFE9tkBcdNEPcDg77eEwdZr55kt0T7PcluiYIW7N6LJLsFl9vVLrFasV0JXC21nYI9tJL83BPi8R5mtCta27Sn6pnlHJ/oWsvDOh8Vbk33VcRxFbwMvADPoNbSvykPaDMCZL+bew+4WxDKsd4Bz1vnQco0j9zkJjcZXnAzlqnNWJFh34YZcm4+6WIMNAFgy2DUcyw4I4kw5zKI6G2qvTl3u5+MBuXWGP2UnpTNmKsrxjFyMC4Baseoq6lvj3rUowadaitdSawL88Lzf8hDHrIFAAweKxw6V/Kdd9bnWGUehAD3qpeDqMOyazLyT548OejRvYI5G3sXwLJy1r2/J9mtW6O9vK6BJRoQM2ftA78xz8Q+Ly9BhRo4AORY/BgAtLFxZS4TwHzq1Kllh11hv1huBXiGgsxm5TEqAFQVWdCPf/zjh01o/Xjl7XHA11vL0kavla0AL2lvTE8KBr50tAgMHQeoxpL/psDdOQZqC+IE3G2rVLff6xB1Vz8r9AEyHvbd7na32en5S154zmPSGjuMvNagA+jqb7s3943JbW5zm4GpkcOhH/WBtf8xNfqJh+/+M4NiJyK7XvsYYkdZGFE1idPb+oS3kldylNu+nbb1GPx2tNWPPXQakIF8s5vdbJgCdL3rXW+YP942wmIxAE4mOU9RjHW3YrC2vKyBpw5Etdw3vvGNwxx2S8lGGCOWkZWYJ5OdGLAjABJwB7SBhPABz5fXjv5FJbdx/5zvEwBVQ2Vs6dwxj1k9xOrVLdd3Pfqtgi5l0OwkrLWdDPl6ze18F8KQ2xDjSVvcA4973OPOiX0rk2cNuOusB9u9y6ClzU/MqfkW9B1bRUhJqMUqdo9+9KNnVo/zciF1QetjBBgJOxEAJ8NeYqf3Chxl4SlXobtluq/HH5fvGxGDPy7K7u3cfw0Y7Or65+arW7Ur3qsaSUirMV7Au0xQtAABRQ+IZaVX4RG6Dq/boM0rE+uO8OAsemIfbxkoA5PnPe95g5FhKptMZmvNi+ln7jTvFnCGGnYu2l+Clm13vOMdB0NlzKgAxqhp8eAqwK4V19euM/PkP8aDdgDCFoAZAjV2LLkQVcoYAGbaOSVj8/RPzmlXehszMKbK2c529LdFcqowmtwj1iywKJE+oCc69VIXmfOy3xlWkjx558DE1Ed0OybAaoJeMLSK6LPzzz9/OFROB289SZQ2Llpud6p8SXr6Mf1u2ibDb5UVFKfK3OTtKHnZ/hJb3dfelpjE1E2u937XrQP8fmu8X29fNdBa9YAD6FSAl9lsmznd4u9AcpEYjA2eEdnqQEHiHfGOb4BeFyZ5wQteMCyGk3N4aQFpNDGvjvcez9g0M+yDbcDfKnO8coOYOG7OBRBJqkO7W14UGBMgpQ68fMczDniNErqqjA2MKGmGg9CFV9V6I9oqoj5hHGSOLwJ4HjBwrDS85Ekes+tXqt61DeQBfv3a7l9WP0ZLvVaOB/CZFoZ5YJwpu10dUJ9LHNRHrs+QEV/fjdC90IrERuUy8lY1FOp1A+zZpr8Tosm2o/Tp+X39618/PGeS7Cz21OWKGugAf0Wd9C1HSAM8MNPVIgDixJxKrcLr5AmIX/J4rNW+SHj4wCvz0cXDgX4A3uBfE/UAUwA55RqgqidugA645xjlOgYIMAgAASoX+PB+LSNqmlvWBrC9luG62s8Dz3ZUM3q5UpyWu+UNBTxdX33FcV0z8/pTr0WfqFLGDsPkzne+8wCIOb621zashPgzhgKwMwwk78VAyXn5jIHDs1aWEEgb01dG2prz8slo4sG3IK++9BkRkx+TsBj20fVUnH3s3HabWD8jhrElJIQ9YBwJl7T3Z3vu2G8rEUoQFWqiA/VrQydj5x3mbQxBLNimi/tR3goDs7J4+1HvDvD7oeVjdg0eqTnCLGzAKW5bAW8/1WHwBJRWmfOZKTVe1sHDjWSKW34v+gSolRkAHDUei86VjIYK91AbeIExWp8B4VxzzjMtDhAblFv6GxBJljNdDq3Mo48AaNO0KgULzC2HCvwAFiDkhVbABNxAMQAPiK0lwOBADVdwBPjyAbYjMvMxDjGkzGXHTsh/oAPJUYCdXmTr8/BNIYxxUfXaXlf/mUvO4ABgdMigsG6A8hhJ7jcMh3ZFogdMizg1fdMtw+lpT3vabNHLa+hcuVgSNDx2hg7pWL/uRCxdTA/a7M/MjFvd6lY7KWrrHPe1vtKXdIFtqEbL1oH9y75qwPN0z3vec0iOFc6TBGuFyv2SPk1uiaY9yGizo0x3LVHBtnfzRrL0KeACnmOvxtx2wZedIN7Ie5YoFqBqyzKAMyyAifh43prmOHXy0O1miduXvexlgxEj09371cc8CdPZ3Dceah4+oOWdiavL3JcQxRhKspe6ATjgFWl/ZzsGgdfNc6viegZ6iXvAiRGjrgYa9zHAB4jKtU02eb1+LWu33+kZCOv/rODmxTjCBIyMzAYASIykiGeOd+aYynwAZvFw9QW6sv+tl09fpgS6L+wTqohx5fp1pgNAZYAoC2Cr45RIkJQA514CoBYHut/97jfkXTCssCd0uh3hpZvqyFgh6sHwENvfFJEj4L7ssn0NGI+yfLWzsYdydYIfjELhunpPbv8qVzzD86LfWukefKuR/nvXGjBwR4DI2HSp7N/up1i0B4SHZvCXWMQ7bMUCL+LRHiygghpDkxF1WhQbbssa+41K5XktEovCAFOvaM2AiZpVZ+9hH1vPHFhhOzIgVLDPtVDVpgMxpFpxLmZA27UzAsgAlbn1kucYN1iWmoCYY1f5NJgA4LH65XzXB7Tqc3o+BU1oQFJaJCBXwd0+MXDGG70B7ghDgAcN3AlGRB8oH7invQ94wAPOyYHI+T4B6iqLojCOhG7ojADm5z73uYPHP2zY4T9tZRS6DwiDg2fX5WhqwHOcZ1kLjVmVXdrrVneA32sNH8PyARuP1eAF7Nc1J9cgK0ab5DWqRUlaRKaKGDkGIQ8W6pkRABg9XLwuHvx+CB3wSCMecH8yp8cAnmddAc9v4BxdAmirzwkB2K4sFLckOAumoPmdH7DLdfMbq+E8LAI9LgLonDv2GYNlbF/dlvnjqHVtGRP60Y6Ilf7kDWBfLCaj38TFeUd1MRPga5qZN/ylfcpgAPDkd0NRu0/MAggThX1ZBxDz3Hj/QgsMJG3HAHU5mhqQw5I1Dow7DHAvqtovuXzk2a8r9usceQ2gNU07M7ijx01hWZegnA38kTGgMbDXwR2w8MgAH69MrHrV1eRynbFPQCLmDICm4rgSndTZtdWD5wucZWMzRICUuiqDR9ta97zek/OpY47HGpgeBKAJULNwCi8cYESqQZFt9dN5i6ZiySinLwC0Lklb2/K0Xdy8Mgk1F8HbAsXJhSLcT5INefGEN46pYPxUcX8A0qqTun+V72LuDFN10S+8bjMK1iHeDKcvGVj6NuGLdZTdy9gsDcj/wNhhsBiMQkZ5fvejpj0Gv0TLBkuWV7zBJYf33UUDAa4KyGX3jr7y2ND0YtAeFN6b+GgrvFkJXjzDCgAyxpPc1p6znd88OolMqH6gLJ7uemPi+hLNeMuASsjCd0AlFu/B5+GOCfDTVpnmLesgzo6ODtVdz0fhA+jKBtT9i74DeEZAO1+cgTLm8euH6kGPlY3Jqcl+jtEu+QJW5xOHTjvqddDychgys8Exst49l7Y5j24jDCX6DThn+9Qn5kM2PEZFTL6Ke4f35ZNRmFkS9Zi9/s7AeOpTnzoYXGL+mRK5l9ftMfida7eNwe+8pO2dORWD7wC/RI8d4JcoaMHudQO8xDp0NO9SsoqEq5oJ31YFQAHGugwrekxcfLciuUtoIDFa9ZHxvsgbA/TmlDN4gAYvk8GBLq91HKub6V0GesmCETFhlHXqkO3ASl1OzBP6ePzKln+wDIRzvvwA15MYWQE9QC77XF/Yp0zXQWXXY1NWPgG1/RXEAbHsfQaSfAKfrsEoqUYZA8AAJm/A+gL2WcgFmLsXsBz07zedaL+ci8oEpB710xx8CyHRn3bID6CvTRH6sJZ9dIHe5Q228/PXXd8O8DvX6KYBfKfod96X/cx91AAqXuIcahkAmO4ki3qReAGMc2SxGsSBDEp7p8Ij5jEDBvQ8kI5geOpvsW5T8wChl5SgeA3OYsOhvgHvE57whK0BPGWNfboeTxPAy8z13m6gnWvyerVPcpqs9Sxmg/EgMu7lK8iNWCTYKsaB61nohsdo2pl8gRgI+iKgo6xl4O4Y5TIM0OoASvIc9kW5mBBgj47XDoabREAGYlYoE4u3Yp7rOkY/MHiAOS8cmAN1IFhF3oZEvLG+tyaAdkYYB5sE8MI/NSSlrxk4ew3w0Uf/PPwa6AB/+Ptwo1oAUAAZS9b87XUJmtZCNAEZU5bERKcWJTEYitcaECU1oazR4xZf2akwDkJb8zQJ4AIeYm2ZC48hAFCJAYu5ywzHHgC4iLYs8npznE/gaEobUORZV4DNcY6R+2COv2l7gFAYgLeLJQBmwgF1Wd6cm0+GUOLhstTR0u21WqpdG1zLp/YBWt5nEuyUzShwjPizN6553ap1EhhrZjmYJqZ/GBRAmdGgDDq3dK2yUg/XYWRFGAJj1LVrMlKEQVz75Dze7VqRdqrSMo8/5637U3v0qYV79I2+wgSZ71/vF20YC0etuz69vKOjgQ7wR6cvD7wlQPiSSy4ZaFihDVQ0b3AdgjIOuCuPF2xgnBIePkMDGIn/PuhBDxrWGW+PN1c9q9AB6UWiTRF1AegyoHmNsmUjACngbhs9MHYM2kDYucpCV1cPMufn04CubAvE3OlOdxpAmwFV9ZBj6YJH78/0MuClbQwCQDklQGQsm9/xzrNwThU0eEuh28+YMr+cd0n3+ksmPE87utBW/Ya5kLugHAJY5S/YzzAS/qhGCPDPtDkGCNBDIy+T0/PEJtfKfYLqZ/BkVof4PZYFaCqzbeuy8te1HxOhrmF2LrzwwmGde/0uXAL8GczCOWPrLayrHr2co6eBy0eso9e23qJ91gCKNTFWHrSXcfCseJSrLHcKjGXg8xx53CjlzKlH0fL+eGs8Zl7xIqqStx9P06dErDZJDc0t7mpgBZqo6CkKX3t46xHfAQVw4NXzRmMgGJgBXAXvALA2BJwks9WV6JQtlmw6lvCCFfOAXaWdZetr/6KkT54uwAWs6Y/Uu35iIbQLeMRrtx/Y0fuYYSDefemll9ZihvpYz99fFTMItIcBoU6upd9Oz8FM6KJKdDUGsrx59PnZ+dxxurZQzFRCYy2T3rTFdQkWgNEUMTNBe+jbfVeNtByzH5+uH3B3PbrSHxIs73rXuw4rn7k/GYdduga2o4EO8NvRVj92oQYAm7XF4zEZqAyqXmPKk1smMtEZA84zMBvEk13OIwWiwMXAvcyT4S0DBmJQzyBf6/CYxzzmHBpZdv0UwIvNZnqWMnjgAN4AzIBwjYsuumioF+8T3SwhEJDVa/OAa90t1yr+HFFu5luPJTsxImSRS/AD0M4dA3Hgnn5I2e2nEIdpjGLRaHH0vboJMfg9ZkQwMHjqEYYOQ2xMtNWyrDLRGQx3uMMdBqPniU984hbdPnZe3aav5R3QC2NnO+KlQa5N1FNoIEmQwN2bBSOSFU2dlPS334KdYMCE0QDuNfS0inG833U+ytczzmCKDmLWxLr12gF+3Ro9xuXxhnnKPLaAGs9j1dimjGjgTnyimKsAPACzDLick7nGQAuLIMmsFd4lSjsiAW5KeI5pk2OAn3CEgYCok4Q54KXNvGweLCZCDFzdAUi75jhmQtlofCDGsMGEtK+fHS5y2T8erClTqPAxcM+xGA4U9ZhgQtSlrsFvXrbr00n6IecyYLwzXQ6D6XkodqBNt4yZCB3xhhlizrEwUZYEZiAJm5geN2Y8pIx8YkdMidxp3gQPmJGFEWIomHsesb2KugrVHATA62s0vPCLPA3PUZirWsf+fe81QPeYR0a7e9uqmZ7LwyqHt+aHVeNHuN6mMsn05slax9tD4uG4z33uM9pqy4uKPzIAvHaTNysjGkDyToFkFcBh3jSvGNiIq09NkwOsyzLGJb6JlwMCAypae0q8jtIbz6q0IGifuhPemOO9+jMrlSX2Oxxw2T/vBUeRCx84x4IwF85jsAyT6tnXc3w3CFVavd0P0KwFwIPGKPCmMSmpH8OAMUbP2YYm1m9tu+hH3zBo9OeLXvSigUWge0lsyojoe30E6IHmve997+G6MuCtwGe76zAkXMcxlo61YA0DL6K+ks2EKnYj+tXUxFZ48u7XUOPuwbyVrz12P34z9Px1OTgNGLvkZCQ05Xn0nGUNhoOr2c6vfPmTufMy+plHQAOmdaEsvUyjeqo7aRqwftKTnjTQoyj7SjemPDFy3iNKHqj5ziNF8/NiTG/jKUYcJwMa7c7TNPWMR+yB3InwQIEPcOJNoqYztWysPIDTyjImgSHCSAHsY+Ce8sTiGSRVgLJV96owWIArj5QnDBynBICaW84QMk3QUr1tfS0JWz1F+xllrQBBtKVVuNwbKGPT13jWmADCmFGnynQojxFhG0OHPgKoMSoc4x7hOSkXyJo2p793C+5tO+pv7Ip4v3vTd/U8CO+91ql/P1gNGAfqcw7gV2GaDrbWi6/ePfjF+jkWe7PqG6+Oh8azQjfvRmT8Gvw9MOjniOlNBntgBaACOj7Fng20YwIYgFEoaQDhu9dumj62CEDHygN6tayXv/zlwwtLPNQMhzqFqk4dq2VpnzivqXgAWR3pjtEAsHnnU/UCpDLrvekNwAPkVsSJI77z8JQfkMy+sU8xdELXkrN4J1V/9mm/eeR12Vp9Uj1bx9E1D1c/moPfMjL6zHUcV/vauUTYAiMxxajQBZagTn1795l7+18OwrqWn93bmvbS90MDwn8MTHlDnnljkhUMD7N0gD/MvbemuqNUA3Y8NB7VXojBXxb1mNgH6KZE3DnGQD1mClTqMWPfAVs1MBgX6OVQyOLmFlxRvuQsAN6K88WfJQLG2FBHyTmS4abAXTl3uctdBnB3PfFg4F1j3wC/ehPCEZiL7QpqPKK+tc3aVml++4QL0NeoyVYAsbfDAeJM23OMaWxjwJ7zGQeMAgvOpE1CCDFCeEljb8bL+cs+UfunTp0a8g2sXChZ8zAIFomR6F7scvAa0Bdm1njdsOeSk5L79eBrt7MadIp+Z3o7tGeJOaPjz86nHEWAUU0kMfDshRjQT5w4cU7RvEWDu2QWSS1TwoMV823j8mjf7WS7CgeI9woHeKB52hZmkWVdKWReJyseTS6cYB/hnfOEJYBZnc4gQJQl6x/tixZfBO6Op2ODCHEdoInKtgCMUAEDQDwc6ANW19qu0FWm5DmX8dHS0KmD/dokzq7t6kDfdYBjAKij2PiF8zyBM2fOOG2ybo7Xv2ZQSGg0J5+xpF7qQo/CJNiTep2h0BX/MQ7kBwg30CH9S1LcdGFMMpLc+wCly2ZogGGNeXN/GxcOu3QP/rD34DbqbxqY7HJJJEDFoGgeMA+Mx2qwl+HcZpzzzsRYgWGmGW3jsluHeniy6ImNygMmpgktEln5PLOAkXJ4+ydPnhwS2Mw5X0VMs6ID7WfQuLa4LyCz6EmliHnsQJZBxNONAEzeKKPIa3HVZUrojXfPqDCdDngTFGDN3rdN29TJm9MIPVknXdsdayoaKhwQAkdrlKu3GLJpc2FghpPn/4QO9K1s+4jyAW6V6tEzwGTeM1aIff78tqgPil3difuHAaIPGEtyNxxbdQXIGQzAzPEMFeGFzHmnO+3ZzUDKUBJOsVodAfhyFAzSmyryRvRlkrmEi6yHsJc5BzvVhcWr5MII4xg7cg/vtLx+3v5qoHvw+6vvA72auDpP1GBLZLATdCn6FJgZeGpSHPrTdCqZ4LKRd+odGdStHZ/4MU+Yp7sM3NUPeNU6iUOjzwEKIOMtA9FFcnbOWDz60Y8e4vx0AECBuqlbvFUgRAAgQAMaAM21IuoMjCQjqjePVKKZaU6MJdtR7XRGxwwAK/kBHOWbPy55jOfWiilcktTkQ6jT7W9/++FVtDxmZUkqDPhrt3XKzc1nQDheCEPdgb6+AqzAuNafIXSiYVAwF7x6iY30YXlX9wKjIowGfWhbBWLGgvuG6APtz3Q49cAGCCuoizYoj86rQaRu1eBTFgNBOe41ddJviwS9rV8i2r8bIzTluK526RfrBDCq1iVCLQF3ZdIDvW+auL8ZH2a2eG4f/OAHD983rZ69PtMa6B78tG6O3B40bx1QPbgW2JBBPkUBo1fr9CWAsmiO9pTSeMQo+Cw+YyDn0a0iBnGJb2K5PDQggd417SvGCg8Z2KLfeUO+aytGgicpeU6yWfWcDbLajx2wChsjQja/wcz87SpAlSEhNg1QLHtqcZTMna+r5KHtGU9ALgM5I0UYAshXfeYaEvXEtzPQt94cEJeUl/Kcx6MChEBaffUnMM4Kf66ftjuevi+cU4+WkKUXIG2eOe/XDAUGII8NzW1fBAABc/tNGdKPdOE4+mS8yGHAyFg8KLpidDBYYnzFu9d3GAv6rnpzvYc//OHDfPD0q8x9TMEUS6MdriHzngGifpiX3Yg+kFkfwZ5gbFxjHWJaoCmf9ErP9LVoBsc6rrmTMtyn6hhh5MjZWIcBlTL7595q4PKneG+v00vfAA088IEPHBKQAJ1BDO1mmweXZ26KWisG0CrVQKjbfeed8hp56jX2a19rQAAesXPeHWkBbdh42T8DoKl3/oCvOK64ZUDAYQwIGfVADCBk1TNeuEx1gxKa2XEBGucFoH0HYm0im2vLrHW+qX8AlFiEp547bLzsH30qx7kR7UWBj4E7mprhE3B3TowY7XEugMkKdymzLYvOq6dpjjpw0magikpnzDFOJFIynPS5Of6h3pUtJg7E6ZfxALitJsewsc49I0udULfWSo8Ae/vV2YtTCJDXtoRXMDnuBYyAMtv7Qlij9qvjhSmmAN41ePpmCaxLGJLVGNVejEkL8HToXpJ9Xft6rB4MPMaTXBIGstUCMTLYE+sxVINq7PyD2KZd+ln7iWcfc9bl8GigA/zh6atd19SAemaeGCVpTGw2iWMKBgS8r1Z4xgZyAxgAmVqMgzcnec9AZlAGqnXhEIN+vHfXMDDyhlHJgI3Xu+jtc8AFhRxhnFj+yC2LAABAAElEQVTExfXUzSAUcAMQdUqWmLk2yDXgCauHaVlA4/R8XfQIatl1qteC8hVfBvChpB2vbY5PyCFl+AQQcgQsnGOajfoBONnyDAR1jvAUHV+ZBfvU79SpU4MhYcEb2fAxANRDmWL06soYAB5iu4DadkvZAmfzy61mJ5kLEBIGXl1Rj+dbs+kZJ4wkbIPrOJdeiHtAGwz+lU0Yds7/6Wciv8GUOhSvbWZq+FRfgA04MDDYA1S+efqEd4uNoCPX9NkmBg4H7uE/CYEx5FwGE1I9etskXwq9aJN7wf21CKSFXOR4uA+EQBijVq/bZJHn4a2N7iU6Ycy1hvsm17/Xbb6kdlfC8dIAapXnZpCvAD82WNOMDGWxeYOSgdYA3AqwNb2kloc2BfoRnrq50LxJYmBkbMSzk+RnEFz2jveUBziBmbXG4/VVzy/H+QSe6ljXmXddMfmagW8QYwRlihhwA+DCFIAGIOWFJPTAcPCCGuedmMe2tQdYmlvNuwOawJjx4XqADRgDXgYD/dAbNiBGhf08ZsYBxkFcvoK/vlOWMtHqBmBUPT3QKREP11bZ7pgZelE+o6syMvpLnRh7QhPKZiRpA0/fdwvr8P6rqJMyc726L9/DLgBpni/d5HjGnWumzcpTTzphnDBkAKb2O45O9lP0GeNRmIehpf51PrTnQZgjxp3+8BuzNCXuUccRepDrMmUsT5VxENt57D3L/yA0v55rdoBfjx4PVSnxSnnEwMQgLCY4JWK6i+KagMBAWAG+flcuyx+YRHhIBu4MegCU578dkQCF9g6FOHYucOIdmgXAqHE8EZMX90aPS4aLh2oGAY/y7DzJCtPh+NSRRxqAV4YpXv6qACrArz3+KrVMT8qSuS+R7Ba3uMUAZAE65egbHixvkAEA/KrQEYCMrpxrCdiAp2Ptk4sA/HMcXTMm0PSEAcILVR+6YGABVsYCA0G5DBwhHO2uQqeMlAjdMXJktIcFoRfxc3kB7oUYkIyIHBvWQN0ZOQCeyIA/6Cx4zwXQJurPi3VPaBfjBgMRgFf/qv/hpOYfoymZ/vqi6q85tP/sGlibBjrAr02Vh6sg8VnxV56FBB8AvVPhmSuP12ngI4AhAkDEHQFeBHgYRDPoGSBX9d5TBmBHn7axafuVL26NFZBt7hjbIkDSyz0wDQAHhWzQBVYJVfDg6pvTUOnLBK1e49mOZ0QAWgBPgCq93//+9x9iu4wf4MroEftlTLlWQHE4af5P3dCmktayL4ZEjvFpG4o84G6b9oojM1qUQS8BJeUKr6i7jPEYHOorXt+KxL4cY5/jeNrqjimRPFfZkvZ8RoQM9Qi9W2BnEwWYo+f1KR0yhOiK4aa/bAPYi9qrXZ4N5ZyYMz1YNP3TpWtgrzXQAX6vNbzB5Rto1iWWKjXwAyrxWd5yRKySR1oBHkCI6fH6DJamjp2ex8NRs8BNdnulz1NW/QRU2sDLZkRUATo84LzpDPiYA89rdT2GRRgFg7SksFCsYqXmlsf75nEzDuQLLBPT63h6EcAl1sqrpxtgCvDpK8wDj9gKfzxCupoSxgzqmDHFSAA+KaOew3Aa245u550zbIBwzW7naRP6yusy1ZVH3ortDMIYMnSNdRDC0PdyBmo4pp6vr7AUsvfNQhD2ERYJQAqPMKqcLzuf3oUoJKfxgiXt7adgflD2YaToXD6EhFKzIvSDusewnapbWIup/X1718BeaKAD/F5o9ZiWieoeE4DG24nX6RgDpTgvyha4iHNKBgMWRGYxr9qgPiWMBvPD/QFPlCqP07XMsQ+453yUPlpeBjOgj1GgLvFIxY4vnE8l4/EDMgMzzxbNv2gp3VwDc2Hwr0YBvfCeASzAkpSlfYwbEk/aMVMiTCLxjbcLTOVEMAZao4NRIo6Njq9Cr9pJGD6mErq+bQwMUwUJ0GWgSESU4W7aGXCrsXvHMVySG8CDpasIIyf9mG351H7Heze8vypivUIX+kU79Sk2Q1hEeRgJyWn7uX68dte2MXgYUNrghUjuXUaL/u5y/DQgzMRZMDYwXDdNOsDvU4+w+nlfvEUeHa/goEQ2t/nsEt4MqDWunDqdmSdFiUe7gdGLq4Bbzm0/ASvANc8boAB1yWk+gQfPf0zUbwrggYuBl6enfLFRHrltAN7flAA3A3IobKCYqVsMhFD++sqferbt570BZGWIZ6sr8DGfXhIWFkDbeNLAiTFiH+H5AogI0PA3BYqOkyEPWAiQFL+3iE4rwgpyK3jpxLFtuYA9XjJwwh6kD9RT8h5DhYHFkMC0uH9PzOnliCmL6mB6I3bEFMIIrxwbY014rIOwgP5gSPDcK7vjHDMezs6NCudUowurgk0A9BEszLoBHmOkn7SlFQae/BRvz3OvCSMlH4Xnrn68ePQ7o4q+uxwPDeh7yan63JjhGdm0UNPaAd4ga9DIlBxdzTMjdduw4Zj8Qy9a0cu8aQO7qVqoUl7KfgtgrBnBBm90tLnQEbRkBjHbUMJij7uZrmQBE0lXALOCJV3QSTzo1MEDU+8XIOEBUgegI/lMHNsDZlEZ5UaABPAzAyCgmn0MDCtyEYBjGpnjsAljos9imWMgzAYwkAPQlgYHAjLXGUTqZd6wwV/ymLitxDcAStcMHHVjWMjIZ/DVNqQutrtXKrhm31jeRF6hm3AIcHefxXt3LjqZIWT635iIo6PKQ0s7RnujN7956RfOmQ6MiPKqwWK/7GuGJKEnRhA9tgu6MIaS+GfcqKIe2lMl2fl1226+6xc5F1gUbRIiap9LQG6evWNiZMkjqPkJ2BRl8eq7HA8NSAR1j0Ye9rCHDSxbfm/C51oBnodm0DWooEEN6LxAgwsrGVVZwWUTFLAfdfDgZ1EUQMYI4rEka3iddUCtGjDNZQYmaOvEkl0HpVizyQ2+tlWANzADgAo4jlkV4Hm1vDIeTwXpMQ9JhnYL7u4THmLivyxl8XEDrLYAr5zDOAGS8bqjS3VwXgvwPFygkrahzZUJpOI9GuABK++TN6wNwCeJaUkMzLXqJ6+X/nn0CUnoE3Fmv/1hTMxbZ7R4NhgXDId42jwCgInKl5XPEBkTXjZDxnn6Sz4Cvehzfc+4IL67Dn36DpwWibIk/nmWifqkLTkPve4+cT3teMQjHjFQ/9lfP+nSXPoxkZtQgd21ec364PTco9dP+ljd6cGUxXWJfmTkRE8MGkwJ46yV1pjSv1X0QRZtqtv796OrAd56BfhN7P+1AbwHHe0nO9R3XiAxCBjEPUQe5gB8YpKOMeCZ87qJksG2teq3U1fZ3BVADPgGsXbQ2E6ZU8eePHlyK5kNSFhe1BSfSNZwz28DPw9WXRgFvBJ1NcD7TdD0+meV+jJeeDwMB4MgT9U19T+QkIRVAaul4F33xS9+cao3fALDxKkBtz6JAACGBAPSfRdRrsVzap2FI3icAXfHeigBOBAKwNOJcIp6p34ALUlpucbUpzW8a13oAi2vXIIBkEXOaNE/dVEe+4EFfambBYimQE3btBsAuqccL4buegQo8poBlhwH1LuYMjreAjSMIsl+bbIlY849q/+cD3TR1NElZoLBmjaqq2ludMvDRmNnudyhIgv+8ZoTy89hgF0CZa5H7+bwMzC9QGeZ5P7I+VPHa5fr0x3R/0B+2XmOxXBJBK2iL1Y5t56zid+NdUehHXutWwyWsdXzIM/IQlruKc9dHWP2uh7Kj3PQXmttAM8KN4CbLmMgk+hjsA+9yXPIgKASYnJ1334rpFXE1G8dpm61fgY0A55kKl4pSralKGt5YpESo3g6AMzgyvqrZdbjd/PdwGqAJvQNsOt1UL0GJl4mYBS7BmRAXFKac9ywAI3BxhBBPTmvljNVRxRlBUJT1OgmN77y0Z0ZQMzhRv8alOmGh91eR8Z3ldzMzgH45nuL7TJI6FhMmM55jSlL3BlwBGSV53z3oZg8YBRDF5vnOfPE6/mpb62H77k/6vZcQ7ud5+FvQQwtzBByL02JcqzuR58MAdeSaMf4UHaWzhWi0H/6LbpRpnsBqGsPnbiW8yzwE72gpN3HWUkO88b4oFd1Z3zzzj2rzhFm0EeuFVGm51+inpkArnPmzJnZjW984xwy+SlTnnEQcQ2GmJBQ6uhZiWOQbTl+7DMAv+xYevHHCwtFP3b/jV3Dy4YYB5U5Yqgtu+ZYWZu2zT10FNqx13o1dnnG5NtwXE7OnStCd/utv9zzQwXKv7UBvJtCMoypMh5wsV2Nrg0F8hEegj/CEMiiEdm/KZ/qzKKNV6ReYi8GQu3ERKBya3xyrO5AzCAc73iv2itmyZNTN+DFS2yvZf57nY5lPy+x0o68MZ50sqfbMsbaaBtPqwqQCuABDfoETAZ2wnt0DmPCQG6+fHstsW1GVL2XnGvKFABzc48t+1nLYXxqS1gJ52MlGF6O06c8WzQ8WhxoXXrppUPmOz0yeOQA1POVkTqpg7alrfaJ1wJyAFaT0Ozj6bouoHCe/hoTz5TscveYaYPWcHcN9eNFq/fZebiHblsBWoDdmucMK9fwVwcDx6D0gRUxDz5lYR2sS+/+jy69LjTUveMZZbYB5BqzZ5CsMtdb/gEDS9gk4j7M9bJtO58MIUbVKmVgmIQsjF/COfpslfPUxwwD95/+cI8wjFY9dzvt2e9j9elRaMd+6E1ypT9CZ5hAz8/U87xXdcIajMnliDu2dxvbxHUNQsQAIk7KA8iAaIDV+KMgKL10oIcbOC0DeO0GYHst2AEDMn0DS9nrY+ImlGAmhIIONSBWMVgDhe2KjHNU5ZTQW/X+HIclWJQZ7d4ai7PTfZKepq6X7VgAFjY6GwAoz/ean4AJSExN24GrJEAMB0/WeZIlA4Ap2yeA5PErQ72IMmxn9FYB6JlSCFxjJNRj6nfl8YgBeS07c/nVq4rfyvSmNl6lBMecV4/z3TNadXhiztRUI42HyjhxfQaS/q0Aj8Fyz7mP6vYaV2+v2f7G9jnfmKHuU3Vtz1vHb+EirONOxDMPDN0zJ+f3lpDQURTAxSHgnJg50eXwaGBtAG/QEpdiDbvhk4XNqn3oQx86eOm8j6MgPCkDJ6ufMdMOsAfZRv2AUkdJo+CnBD3M0wcE2pJ1sbWFNWiwaqcz1bKANPqf0VLfQmegE2MeMw7oCtC6DzAfwJMXnQQ/HqOkTAYCcEKfRtSl0qG2b9dg4uXz+k/PqXrgLVbOM48AL0Zo2Br3ccJIjmEwATrsFBBKZrV9wM3UQ9vR2NgpvyVttbpgLHhOXMdsgGUAr0/0qwx0SYHJR9BvZiQwzpRhOwMq5fGg6/HqyfOXc6HvxLQxCDzwiMQ9ybJJqHSvJ8vcuYwdOmG40xWakmCAhH0YC3QgcVCS4yq5NcIp+pyhrHyG52EQ/TI1E+Ew1H+VOrqnPCOcmvQrRqjL4dDAleYg9e6VRdZUX4OLAY0XGTHoeBj8jQmKPglOY/sPcpuBtaXoWbSyojPgGazjCXogAIABVNyV5ZvBcj/aYaAUB6dzII9mrtPSUgfxdgAfMZdcLNcgi4kxN3pKAB+wI/pOEpwkLmL5VaDWingsL9116cZxPGH3ile7Aj0hHcBhG72LN4upixMD07BBKduUNGC1qgg78BYj+gzFmjngdAZsABPwsiZ9PT7n5dP1eeeS9MTww2Blv7qjoKswuszvTrIbkG4NgBzvvmMQAVlesvtN34r5eV48uu4tMw7oRkZ9XbuewaJtADuiXWL66ga4tVW5wgDarz/R+o5RthwKuo+Y+WGRIPsxFifnBl1EYq2Qh7nq6gcQLAVc31yXY7f7iZESLlB/9+oiMc5IjlzEJC06/7jvw0owgIl7Sk5EjErMl7CGe7LLFTXA6fAMeZb2Uzhl+q2VtXnwKXgMyA3WR0kos8YMa9t4nmK4GbRRugCKAHxZywZHAIo6rfHQWs5Ov8uYBhoRoCpxjPfr4TRQmleNlg/A6x9gYECPJ5/zxz4ltFUKVrw1AG+Z0jEB6o4Tt+TZZgBxLJAFZAAtevOAiIcvMvx4jJiAVYRREm8zxzMwgH4Anh4kIFq3QSwaBWvmB1Dhkaoz/RngALS2+BsTfYAhUGYedgYFD9m5pE738xvQpv2+A8aW3gegGI+wDEAMiDLOGA+AW1vVGbMSj5zxoUyZvgxUzFoNlWBs7KcTfxgeZcrp0HdhBbAszh0TiXqmhNa+lTuxW4B3DzBsPD/aLRHOs9OKOsqT8Jn7sT2m/96+BqoPqC/WPWZtv0aH8wxjh1UkGcwcHozilNO7rhYeLeRdl1Z2UU47aIdWNmhWzwOQoFwTytjFJc85tVLKdvDi/ZEM6ChZNDlPEBBIEkHrryrtspwp1/nYgmTx1/J4c+oBYIANIycCkFif7c2+CNyd67oGfTH8ZSIrXpJjFdccW4vA+g1ZnMnx6g5YM9ABG+yCmOSYMAok1qHta5vcAxLKIujs9A1DQKa4BWHEhYEl44EBk2x0hkKS3lKGTwalwQMYA1h5AHQD4NH3PGsxbmEOoQMGVe0zZbS/LXTDwBFew0K5r/XtssQ5OQdpk3LX4UVjBNyrMZQk9MnYr2ssuJZnKcfxOuU3TPWR4wljgM5Q0IycdiGedx91fP+7JxlTkgjdl+5FYZQu29cAJwEeGEeML/JdOIR7KeOc+V5e8YiXjWr2MBCDdmhbWdM6NAK8VvU+c84qn7yrxM4ruNRzJWcZuA3E4mmmQanrqtJ6wgZa1LYsZNR7whVteW5sYASUSRK8eHnAw7kG5Kl6t+XxJKLrdl/7G2XbJhKq8xgFz5NtJeBuO6CeWuwGRc6YsB/oqh/aDrBjTtDfER6y9tKf1QJR7cAUHS9UYgojY4wxCIiERQwIWTQp5TDqABtxjzES5EFgiwCWlf8ANmBXdysrLhPtVRd9Ke/Ad/3kflEvXv2YJGHNfe8+XGYQjJXRbtMfYTbs0wb6qIJR027MknCF500oZJnQJz0JszEQMACbKt4hb9qk/tgvwTbxOLFv7s/T8/yVLjvTgDE24wiD2TO+17L6qL7XNTki5Zu2hMbUeTwqoEXQ43Uqg85eZdGO7aoFwPOwDXhiQby51hM2OGaANH2v9d6d688cT8DTisETCKcMNHfkrne96xD3B2bYAWAOFHjBAFldeOwEeHhRTJL0hBOAGA+5ZQEABq8M5awcZdPtqol2gJIXrq6AXlLYFI3Ly81CTWlX/ZTNLqQxJijkSmECeeCEtja1klEle1/foNZrOCXlSTKrNDfWQwzUddu+dA5mIkYdZoThWM+3Gh9aXp9pP8OGARBRX7kC6qefIuoY4T3Ln7BNe+gSi9HGYt3TjAEeCsOlGjQpa7uf7kELinhmGEQSJdvFeZRZjT11zP256HqMAIMtYTgxpjLtadF5+71PnguAZdzoa/fIVKhk3XWjV45Ll91pwIwTzzBxL0+NIcMBa/rXAX5NiqzFiLv7q2Jgksgkxg3oDVqrxLtrGat+F99388TTA9YsR4M02jjxWwM7AKoibsxDByQ8QwAEYKoA+EWDp3nM5q4bGPwBeRQokHrd6163VZTrV7pf/FhCGGAA8AYyg6/BjOHkeHpDN9NhDIOtAhd8AW6oXnVTpwDi2CkAPnkTdT+dMnp4UdiHMTH9DU0dA4WeDMo8bAltrh39m8KIbm7LSoy+lm8xmurFag8dYCZ4oEmkRKMyfiJ0BtyJurgnkgWtLo4VIwceDI/QsUIEde6+9rQ5EtZJaAHedYD6OoBdWYTe3Ruul/q+e8+7/2uX+8r9rf3axYjL63/rsfU7jz/gnu1n5wOw/mEACVvIaVnViEwZe/HJ8HAfESyFvtovgN+L9hzHMj1PkrM9t1Z7PHXq1J6roQP8nqv48gsAlVVow8vP2Nk3SWAXX3zxMOCZzx5vXGn2ubGAN+qznb+PiouXiOpEN1eAB9aABnCEbqq1FGOqswZYqqhdIi7NazYgG4ixGsCQ8EINps5XL0l3kvEACL25FtBFDZvahfLmpQIk24BUredQ6PyfkACWwsCtXcpYBO7OA04ewgCjbfTUGm22t6Js2fWMEpRq9aS1O+DuPL8ZPm1Mk4HV0ncS6Kp3TR/YDK+drUJvqGYeH8OBIcCoSxa0+qRO+oA37BzgyDA0dVF4AcPB29f/ANPCRDV0AUDHDJFal3V+d732vQIpX9Inw1D/qqPj3HO1/3Js/QTunoPKVDDgTO2LvszwkOOhXzEudNGKfmQIM+JXyQdpz1/lt3rVsFBNcl3l/H7MwWvA8yKHZj9l6TQ5lrOpEgZ2A5HBp/U4dlthD1hAZbdlrft8ANVOk1v3NdZdHu8rg7iyUbLAMgIQhRH0p77k0WWlvRPzGG6dFgXoDPrEeTxp0iasAXzZ3bLPgQaJJwVgIso2jQ5ddeF8LWcgQ8T2DNQRgKZeSTADsBgQACk5DbALLWATgJ1rMVzcp6YG6reT8ylcrObqpZlbLx4twc52oQRAYK5vnWYC0BgH9MNDFuoAxsILDJW6OEzqXD/d04yOZUlm5swnT8P5gFaM+8w8zqqPhDH0iXoC4LOXUXyORZvWLHvt8d4HTAFmhDFJ9wCIUWaAqX0B/O2jO0aTWL3nkD4BpT5VH7rkedCRmDWjDFMhV8AxBy2MvZrY5/6zWM8y3TOYtEu/0gPR3jGhD+0Xq6/iPGMiBsG9KJ9l3YmzrifkoY8YY3RuueK9MiY8B3X8qO3t3xdr4FBNkzP4oEQlIlnByMApExBdyFrtcq4GGEMGiO1Qx+eWsJ5faNv6gLYDXfUYeffW1c/AZqA0mMULj/etZmj3FthTY16vRVWqAFssALBO4h0jIAvb1GOBDy8tIQPXEUsW66VPoBzvF3XKY+NlASMC3ABOAA14GXQruDtOO4G0a8maNlXQMeh7tCzwQqejzgGAY80XT/arMsT+5Q6oK4YEE+F6VQAsfWRRHyBumzg2w4FHJq5cwd358gycl/6w37XUV78G4BlGbRzacwrcq6efOjFS7WesxzsNqGm/Z10fRcc1HKAujDxrDgiPKF9dNkWEdCrAh8peVj86kRSZPBVGGYAeE/oYmwIqcZExFgflkksu2dbLdsauNbZNG92XvHjPGuahS9fAMg0spOjRmebtZRlR04fMPZaMk4VOll3guOxHyQIhg6epV2JkPJ+DEPOEeeyuD6zjgQJDyWZZ3ESsmfcCLAIoPmU+87AN4gF6MUBgNyWMCN4QYHZvmF6DMudt8GxQU4tAwZQw9xsPX5wVqJsnCnCAf8saAaTqjaoX2jKAD7zyvdYZEPB8sBEMhQzM9IBSR3nry0rv1nKVJR4N8IC3+hn8DfJAuArd8bzpVOwfzeuYKRBxLnBKX/hNfzEehFfMT1cf4KS+EugSc6ePMXBXDn3w+njr7lE60C853vf2fo2H73z6Ufe2jfYdtDDAJPcF+MYWWpqqozZyYoh7VPtiZNZz9EM1erLP/ZN7yDZ9FyMpx6zrk4Hor0vXwKoaWIhAvAxTagLwCuWVLRqoV73wUTpOso5BJQMDj4gHmDdg7XdbxYp5yYAAUMpK50kb5C2tySsEJEAcKFSPh+ePCjSQyCQXdwSEAL4OcBgcnms8W4NcEuh4RMCkes8S07zFbEqAsRXSGAgGa3RoBkpecgwN9ySQ0p5WWkAXXlAHxoE28p7Vg6eqDCAZYeQwGjAaGIcq6hGwc5wYLSMmnrB9Erpc3/Ukg1W6H3CqN2EkMZDVbez+UI4YvrKdB4AlwDEQXId+XEOdtEl7GCSkNYKGjZf9YwRUVsdzrE7KpwfPdI0PAjT961NdGX37Ce7a6f6VPFj7qbYp39XT7AHnoEhj8GT/qp+ofSEdbxVUjpwQIQ/3mucIQ9QKgwvD4jlwb+j3sbUV2vP67+OjAcyPZ9U6KMad/ZSFMXggJSlKFqtYqOkvQAwAELGnqZW8ttOIwx6DN3cWqCZr3YBk4AVSBy3isICzDu5jdVJn4ZdT8zi2QcrgyrAzcAEaxoG/iBvVnzgxwRRUA0CMmmEQkTVal0zNdp+AEdgBP8AFiHlCFiqJoM7dg4wp4GcABshTApjcv9rBqFGuMgF4kuywHChW7YjBoI2S11pjxDGAXdxbX5tWVhfDqfWwAh9gaIUx5XlBs9KpsJf3vbciLGHxFcejZauHGEMj56gTgD85zzcQQ5dZnWMwHwwxMWGA3uofOOlvgIjZcUwV+7RlkedOXwAR1c3wkJTHINiNyHGwWJCy9Yt4urasKtrPYGlDU6uev93j9CdD2DU9Mzs1MLZ73b06vsfgd67ZNgaPAefwGHvcz8afvQiveOaqU5EWXCVfxj4ldKBNI+j5UFIeOMuddpkNa6ifmCdC8TTTkeK7myCAZMoDAoLxeh3D0/eyFxncKNkAtja14viAe7uPQSghzDxpOgEyi17KIbSBLQDChCcpLwDA8zK1AaMAPDwkJNPChh+X/XOTVzaCYZPpajlOdvjpyxbrsCgLAEO1A9OI66DD1Vn9CaNC6INXR8Sj6SgU97Dxsn/oeu3XHm0DfHStzCwPTKcYD1R/G0uXBe7PNSq4K145AXDfZW97LhlnOTY6Ysgohx4ZOq0IQ/B+ZdyrYxUGG2NkGVtnDX7sVfQgQTD6reWt8t0UTUaGRZjCjmgjY9n9MCXaK1TB+NMndL7b5XGnrjW23ThZE0THjunbjp8GPJtCtRknjWOeFePNfslCgOcBnZ1n7fJmeDCmzRjgUFJ12dX9quymXofFLkFLAhNQNDDuJ525SC/YFquZiTmjEA3qBmMDZwVuwCgOqx01/pyygQoJeGByAHdAhaFgTXfWqYVCeKbOOTE3fCQeLbpfAg65lsEdcwCYGBK8OPddru04lLWkMTHuiDaoR4yWFtwd13r9jFQAW4+lB3Stez6izHj+tgEdBkUy+3NN+9Q3hoG8BA82NoNe6D3HaiMvswV4ZQDcHOd3FS95AdiMIsf5k5Aop6IKHaHWo18xagDI0tc2GeFYJsCYY2wXwsFAAP9lwmDJuY6telx2bt1Pn4zLlmmiAwPlIpGsiPVIPWT613DDonP7vq6BvdIALDAeBuD9Hhtb9+r6yj039be5EirSgGRgYqGi+gwYiwbrpohj8xMQXTif9iVJa5nXs5dKkUQmiS7eN5BFzTLK0NFyKkwxMyiaDWGA5wEKvwDrqRsQ5W6OvHnpkpIACsPPbwu2GFCBnW08Y3XgFaPdxaAAUkIYbft5n4wPf4wldbCMKy+YlwvI85A4l3eJCkNHVxDW1ilQzDUz7z6/fUpCJNqoXO0E5mLhViPUtww2ISnMDGpb+10fWNZrYrbqb/QtEARcqOdWpoBIaKzVF2MJHc8Is2IgwyHCuMFGRDy3GISAnu0MJB6Fud1CNzxPBkY9hvGgv/K++pQ39Wls0G+R5KHk96qfKO4K7vqY6F9vtFsk7o3aBgZPZWQWndv3dQ3slQbkYhg/jGnuY1N0jSH7KQtj8CoCMMRHWdGoM4OhwWOdcthj8OvUxW7KMvDLKOaZG/zPzKniTE9bpVzgj32og2XO461mPny2jX2iWK3QFyraMahmA66BWBJZG992jEEZNc7br7FtiYAAXwJVFfegpDLtDP0cRsE+oIMJqGDrfA9cpvPJQufliqdrH2NCdnl9Dz0DiCHUCmDn5TJmeOKErrEYkuxCMdfzWPOMheQmMEhOzmPn1iBoBXCenbNnETpkcESwBEBY+7QVMFs3ABswZaQ59wUveME54M2QYNwRoKr+Y/UZDhj5x5AUCqE7iWjyGhYl+40UMWxiNGGZIifmxox7kX60LeLeRHFiCtxjYv/GKIY1nWuDJEn7WgMpZfTPxRpwb1dja/HRfW/VQBuDtw8TyfD1TO+V82f80m+tXPnUXNqN+c3KB+68d/OhDWhoNF7MOilonmOli3P9Tfg0CBs0NrV+gM/UMqDBOmQsGeB5dPpoO2yL2DlKWRnOM+ACLZ4fHXjok2A51TeuKbQDOIEP/aG8ATyPEkWMFq8gqiwgCrR4lBXYnO9Pe1phFLCOgYz6oZTFcVHRPHDb3FsJI+R8AGG+uaxoIM+wkNjnAWynIQHrMcNGnU7OwYfBILkNqDifdwxcgA2aH/jn3vEJDHnydEo/+k9/SbirYs2JvHFPO+irJm0yZjAvQBXDoVzGkfNao6aWq253utOdtjYBdMwOQ0qfMxIqM7B14MQXepCgh1EwVlRGZeKU0c0A3cwL96CBiiFinMEyVJEXob8YddqJAZHIJNnQPcJQ0AfCDIsMnVpm/36uBvThmIF67lH915gGjH/GmxpOlC9kzFsnZrbXZuSPPXuXc3ztGfPfKmnASEKTbEALghiAWSpdDlYD+gE9zmMFjAZHYEqASTzLWkvgYrU5+wAEYKhiERxGHDHAWgUPgBo8UfDodECGxgWwvEgAFFEXnpd6AD00O8o7HrhBt6VPefTuqzogK8dAr44y8MVVtTFgmesxCog6MirOzFkLQCH7XP14zUCb0cJYAUaEN5zrKVfOwJgxRD+O9QDxHgOeHmKgCOAldLmW3+qtvfQsec1v5xLXvu997zskgcVbVQcL30hWiwAvVD9vn6GS6X3Zn08PNINMDB2NzVihh0XS3hOmH/KAD1oYOIw8i0WdmIP9WChFHQFPbWNyHQC7P8LoWEX0gfCV8qyUuB22a5Xy9/sY9z4nzLPnHhxbUGq/69Svd7AaGAV4A7mB3lxfg43BMgk8Yop78Ra0g1XD4bw6TzSArgUGP4MUMAaubbwHfc4giBgE9CtPtBWAaP51AM1+oGZAtZIbahTgoYZ8d58AGd4uT915wBd1asAFdLYZTBkJVeQHBGyzHdVsoRxeITFViqcq0bNKHey135Qt1wK4RB0AK4OUN5gMVsAZqtxxvEIDvm0GylBpcgxcm6cICHm7mAKr+gF30oJRDK9hZ/nH01d/z1YA3u4KutrAaApjoR9k749Z587VpwyxMaH36kkwmGSbb6pgftwLQjnAemzeuftBlrx7jwHUMi6rto3OsQ6MQgaqqa4MJMzIYRQJl3WJXNP13NPYrC7HVwOjAM+jQCeg/wxIYnKJy8lCFrPscvAaAFJVgABQFO/hObc0ODDgsfFYCcodZT4m4p41sc0xQIdnKYadfcpwLdRvNQYcz2s3n5sBIBLknsIItOwPL7v16g1Y8gmsM552SsTizYeedY1WGDx1kDZ4a68lVoGnqXvoXxS9ukTsS+zfNeUjMF6IuLw/Yn72MjHNkNeuzCpAiZHEMJDsxhgDUGjxCFretgA8Q8XCOFiTMcGkJPcg+90Hzgu4i4mj9+U/TJWTcw/qU/+YCpc6Ayf1xVBUwQ5hcfSj2SGm5e1EsDLAnTASPTOMUwbdYRROWHvPuZ87wB/G3lxfnVfjstZ3vSNVkoHGrIIL59nz9dWa+9VIHkiEd8artM2g54UzrVjPupUxWtoxAdUcjzaVjAWUaiwJaEnAbMHdeTxp3jyjQHzYEq1j9UoWe66VT0aDdRiSmQ2oAC/vy+A+JQkZGNwcxyh1DoMDBWxKFeDQpjEBwpZljiE0dky7jXfPQ2eYoOZbcBfXVi8ALlkVqNANg6WCCuOnUsyMjLAJrqnc0/N5/P4I9qAaNLZJcqyJbkATsC8Dd2xHZTWUtV8iTBNwd02Go78xwUJhUqxpMMVsjJ1Xt9FzpeQZhp6hwyrCQ/JRIgzm1sDPvv55fDQw6sEfn+bvrqUoaUldBl20LgtazHi/hOcsERJ9DKyWJcCZBiY+bTU2wGxAFfeUoESwNNgbA4VjASxBhaJGASaaG6ig6pUBqMbAnRfqOF53HbiHApt/qHcesul3yoz4zoCSRIUmjxeNiZAcZioenYeOz3kMAsAoHql+aHnT9QhQDXBgKQDzWP2Atdi3a1dPP9eon+Lt7gUGTZu5TXdCXfoGlS5rnQFBGIjtNDl6V28gTdfi+4wNop5YNe2jc+EIVP+DHvSgYV4+dkYSmpALujt6AYLLFn7R76ZP0g2jzzTFamgMFdjDf4ml5xLapx17JYwEaygwGAE95gtIbpoIR+hj94XwKL1IenbfV7nRjW40zGBgRHvu3BOb2J5a5/597zXQAX4XOkaLxVPziVbcT4BXdR7qIm82zUPlGsTQkgEI+yTUASB150UBBUBlBTkg6dN+5xKDvoERTX92nuQnTh+63n6DMsODZ4ox4L239DtdyfPgIQMyxolpYICeAVIlyXnmf1sJTkLZBRdcMNTRYGdZWcBnXn8VMX2sgfbxZND6rqs9mS9uMERjuoZQhfKqMAbkKTAEFq0v3r5lj/5SFoA3lY5xRCctKxCauF6XLtSLRxljxP6LL774nFwFeje7xattAYCMf4DFgBNaw1QQ/dcCwrDjsn+AA/OTOjNa9XHN16jHt98zA0Ki3E69YOyC5ylJlPIcanzddoYPQ0+Ig/dOzzsV97F4P2ORQdsyVjstd53nWYhIm4Vrck9hgjBpQhTurSqeH39dugaigUmA57Ww/A2KPA5z+Qgab5U4ZC5wlD8BmMGReAB5i3slqF0g63qS1Hhvq3pYErXELscEoPsDDvH4DPQAD6VskDWY1mtpa5LfDLY8iniP4teR0KcGKHFpZQB/wGHetOuZu396TjfzTGUyi9mTgE3KypQxnnJA3z7gEqYhx+ZTTBWweVGOawBTM0KAP8MDtQ3I/Obhpi9zvk/A0iYA1v2+19kLfhuEtdX9oI0GYh6yenueiP0YCbH4VaWyG86hI9sYS8Icrqdv1Fc8O29JW1a++4PXB+yI/hrTxVg5cisYZdrpPACsrO0Kj9N0T1S5e6FdK6GyZdgVoNzOAJm6pvFLiMY9WsNLjg8rNHXuQW63rCmdkjwP7kf9xQAM83aQdezX3mwNjAK85CZxwilZZQnLqXOP0nYeFTrTIOHvmc985p40jxdX50kDQV5enc+86MKMshNzL5nHXcUgybMEemNzvQGGgdHA77gxQWMD7ykxIPFctUF55icDuRgTQJenaVCfmsONQg1NDkwDRK6JYue9tm2zz3bevSl4Euu0UZuBoYxpuQNyJ9D3tvGYKsUer0nW+5RgRug3AkBMT0Lbay8RIpAwVgHacV6HO6XXlFc/zYoQskhIgQEG5MxqybUAgbyFRWu31zKdxwhihDA6lA0IY8DVY9vv2AjTzCq9brohg2+RqCNDwKcZA/SsDi17U8sQjolx5FMIYhWAx9xgiQCle4T3ux2d1zrs93f1rPd6ru9+TQJotvXProExDYwCvIHRX5fFGpD8NAYsi8/a/l5ejYc9Ge88ElTsqgDP+JBUxCszoBvI0dy8b940YA3gtrVzzVUHEwaOQRolzxsHcgCcx5HyW0rawJ6kOCDcivADGj5znCU0AlWiHcCFHjAC8XbsA+QYD9nyPKFcPyCB8q9T7hi1jKAK8Iw3NO7Uwi/aUpkRjAVDAXgFcNVFmVZ4iwA0/XlymzFmz6QV3JQFHM2pd816LdeoBkeuOfZJF6ZWAYyzc/BjrIn725a1L8bOq9vMgKgAX8M19bj6XR+6f11fyISB19LN9XjfTZvM/U9/DMdVRFvcGxH3UvtWvezbtE9hJ7kmnl/sj/AHw1DIRz916RpYpoFRgK8nGSzQmEBFBrQBt53mVI/v39evAQ94pRZ5wR78KZEJzdNj/QM5qygBOTQokehVzwcWdYAFnFkgBpig6WWGn5knEqK2ZekbNA0yASmLIJm3DMwJSnWZMJDMwzevnngdrPhvFTkNAXfb1V0mvCQwwMZDM2DzmrPkquPEzxkm6NyAu+0RoEanydDnXWMrqvjNGzaPfixGS7/YLGUR10FZAxEhLQDGOBij+JPZr28Xieljnj1eurIYLg972MPOOUXIpr71EctB5Cuohz7j/QPGKupamQYGiyl7jl9F3DP6j57oUvnavkj0kVdmJrdAHwoPyRsYEwYDtkWSor6kb8ZRnVo4dl62tcYpQ2ZMPC8MTKyEZFNJawct8j7kJbjPtJkuGHR9/D3onjk8118I8AY/FJq4Ka+MB+G3AZbn1WV/NCBWLFbN80FXe61rBT2JOAZ4Vv7peaxZ7DWgZvBEZ/KAJIyNCQpd3BTIARFgJm5t0AbuBm3XB1jAX+a+gZnnzVNHQfPIAu5j12i3uX+Uiz6Nh8xwAEjKAhaS4exvBWBWr1W9EqPPsc439zt0drb75AlZOa6uHmfwlD9Qk+AAF7qZcSNW3ibajU07ZCwxdjAH5v8zgsTIqziGMLi8gXBKZMSbr61fALtQSJ3alfP0AS+YTpRt5gJw96pYnq5zPLPtwjF0U/XIKMKCrALwjmVsJVfDwkqMyDFDKPX0qa/q2KFtU964exiLwsAh7kW5DGM6GA4Y+edZwdS4Bh0ay1qRMOoZChPBqJTEJlRx0KLN/kid+njQ9erXPxwaWAjwBh8rX0lA4jUADhY/S7ovdrO/Hewhx6S0Akx4HxmcGAEGgiSiGSQlogH4KQGwpuMAECBtXnb1LHmbBmZSARM4AD4Ab9114F/3T10v5QAI1zb4AjIgK4wAnJVjkLUP6IrRW2LXNQAxrx3IEHF4Hm6l1wFdgME5jFN0MDpf/gI2ik4AMY/XfQ6M3dfaihlIW1wfiKJ7sSGZy49J0Se8zzpTAEiKuZ+YU/4odUxFG5pQ70WvQRVz1kY6IUCRh2mFsla89bGCpGPoKNvUx3PrnqjeHwOKt6qdygfS/lYR/c6oioGA6cNk1PLHylEv7FCYE8arLP8xweYoP/eeTwzAoil/2AG6Y7QyyKwC6Bq288rHDEbtyPOjHu4/bdkEgB/TS9/WNbCqBhYCPE+nejQK9TAYKLvsvwYM8AY9gMSzBFyyaevgZFsGxNSQR2fQr55T9vGgrJQGEAGkaW+AUQyWRwaAUedAPoN5zvWZ+0MGdACx7p/6DrwMvK7L05QAV2PoztOOTPVKXFtimqlAQF28Xz3FKsXUp8R1HCPGbKA3eANp9DIDqYqpdYyAti3yFNSBwSSBLXPTGUKSLXl96ktf9Ox6PHhtomN0tk/goc28yUzXq9fPd+Ds+QvA071rS2LTL/IysDWMsWrYOJ9xwsjDsKTPsBFt/wNb0yOxNfTIOFxVUMW1fKxKcikWleE8hqTrqpsFh9p65Xzb/cUYoD/nT4nnAyuiLvQsaRKgyzNZNOWPcao/YjDSledA6Ihh2aVr4LBqYOHrYg1YBhBeCyouFi1vb53Ca4y3tc5y11GWAdvgnId/HWVutwwDtrnWvBfAoz6S5Hi0Mup5nxWQAGaA0bV4ZVb+al8+4RzepxifwTMDqXMMeOLvaG4g7jheGn04jiEBqIAmsJZ1LV5cxeCM7uXdxpu0n4ECaA3Wwgfi9a6/TMRfk2BXjwWkYsxjfWSgdx3naQvDQF2EOMwhr2IfpmqV+9u5dc6xODE9YAUAt2vptwgw9SfsQZ9YhEUAr294n+hl3xnVWAQ5FVltzvMIKBkcwC1C74wf7wFwr+grhtEizzfnrvrJcDGzw3PrGpgPgLpO0W4ALd9DH/LA3cdTIk7P4I04nn5WEX0uhFXn4msX+p4heJyEYZkciePU7nW0FYMFz+p4t45yl5Uh10S/tTLqwYvbin2JdfHMDKBoXlQa6qvL/mnAAIp+rgYQMOR122ZNAkBLgJk4Nm9MLDuAB2ABdsTAyUMBAuaQ+03iXfruXJQur/HkPNs7nqTfJOeI7YqLVjAbDpj/A05e3Sm+WYWBYOAEOHW53XrM2Pep7PDW82eEMGbEyHlggFRbUbfRlQFdCMr9LIHJIjoS9zycVQ9j9bDN4jLaTY8AlAHkjwgzeHaiE/t5iTLsVxXnACfeun6WFCkcEHBXjnq6FqNEiEPbgLs2uR6jBuChxNc9tVX70P7+XNM9um6hA7kf8gm0tTVQ2+vpxwrwCVO1x439FlKRh4LFCCvlOcPc7CXAM8ywSJ4nz8p28gvG2tG3dQ1UDYwCvGQc3oI3LPHeZRFn8Kon9+97rwHLVKJbK8C7KpoZNX/t+fKaieUa4OVH8PKySpfB16DFs2SVW7TmzJkzgxcesEsrDKIGVdQpQPCd5+dzSgyCwK61+N036Gvg0gqAB3Z53zeQaoXHxtsFuAT9q95jAlywFMJH6upYy66aBhhh5NT2YqcAIzqX52ZJ2ljd9ODajJwYMiknn47FPhig5RIoW5zdAC2Wf8c73nGYY68cuhx7ixuPF2g7z/c65c51tJfRYb8+ATTKC9PiHhB+kQTI0BK+YcjJqicMHf2wV8IAYeTwHIRxVqHod1KX2o+Lzrd2B+cEs+E+sP7BdgTbVO917VqWNLhK+Zg3/cPYrIYQYHdfuJdc9/zzzx9YIP3WpWtgHRoYpeiBg8QpD6w/g20VN+ayF1fU45d9P24UvXizQdoDjwYcExQ2AAJ+wAgQRQAnj5THgQp2bERf8fowMF58Iv58Yp7sRQzC8U6GDZf9A2iMCIloSXiSROWaieHms57n3jAY+QvoZL99QFxsOtnmLVgaUBkgbQwZfc2oRLtjjwyA6NdF3g0At2iNtd3pzDni7ADQwI9Cr95v6umTETLGDggliHUTOqoGwrBx/o8xZZDGRDAwhLLoTujila985WAkCHO19Bkgco56EtdC8SdTX1l1cSP9w9jCpNTsf4COokfn76eI20tQxOjof/dhm6W/n/XJtfQxg9e9vhOgZLQwWBmM9E/nuxHPqXyZPL+MMboikiNrDogllT27NcF1N9fe6bnu1dZg32lZx+28Q0HRWzWMNSk7200XjyCdVenebNvNJzBoB8DdlLfOcw3sAbJaroGfB0cXPLhq+dfj2u88MklZANOfEIjBuwqQqMuMAkF1kElvmo9BwnUBO1B27YCnARdNKXmpegu1/PY74AJwwBiIGmBM7WJYRAyWASPXQwNngZzQ9jnWp7bJA5AnIGkpiVU83gx2ypccZ7pc6u9c9wLgJIuSo4YDLvvnHPFaxmmMDeUDvqyaVo+v3xN+qNt81y8AgwfOcz49T2rT1zxnOuMpmobF+9a+5BFI9GKY1LUG2rKxL7XN9qt3ngP3l76NUWLAPXXq1BA2YdjRKcEyCD3kvGFj80+oQBwbaAnfrEPMcEi/uy+EAxbVYZVrMkgZv1iHGDrLztO3QjSm73om1MGY5T7OfbCsjLpfgiW2Ul8umxFQz5v6jh3K/e4YhlESNBnhQkXRI8ME+9PO3Z8qe6+2G29225d7VbdNL9fYaKxon+2DqvcoFwRADF5uNgtKtItKyBBeZ3YpMNjJw7gfSgNsvOzEs13TgGIQOHv27AC89GXAA8KLxKCMCk7M2PGMKB5DFYMc/f//9u4FVr6rqh/4oYCCD8T3C+RXTWyKimICSpTkRysoilJAUEGgtkFRjCDEiJLGCyHaGhJQIRIfsRaCGoIGg4KCWlAJVqNGkIKvVlERERHfovD/389pv7/u3/7NmTtz78yduXPXSubOzJl99mOdc/d3re9ae5942wFaOvLZ5CMu+cQnPvGch5nzLd1CTfJm0fqAJ/+sgDt1pnz7DqjcmGjJ9DG/OwaIgYU9sL0LB8zyanOO8WqPx2nykskvVhzRBq+vNVD8JtntMB4EL76lsF0z9HbfR8luLevR/57+ieECav0EOADkxn3aXHa1zwwKyW8MhIC7c03YjIApdkYZdDu2JfcVFgPTkXGrt+2Xz4kpG2fE9cam5bwcz7t+SIB0PqOBh4gNmSfyO4yZB0ufs0TIh4Hnf5cwSqf6MOv8/pjrISlQffQp9o4FmSeSQBmiDAw6B/b04X4C8Iftj/9Lr8Oe3/bZ/1ybF+B6pF5OlFwZhg0j0jziOuX3tp7j/Gy+2HQfjnO8q2wLY2qejjO0yrrn1TVlFM4EeN6ffxD/KAGHtnIexGkWmevA3UX0MjnzxNGC8yRegcmQmMxCAbfnTXkvwADtC7R4Au25JiQAAVRNGAT7wKDgBZs4GGq8eu0CH9c33oPysTqBtxsmhoXfgBEmR90MCJOWNnOOMhHHeT+WdAGCgBgvT8IdD1cb+mQsrQDOluo12TMsZDfzPmVRT1GvkrAkWgFA14W+gXkb46cTMV0Z/+3Y9aGf2HhewBFw6Behl97gFU4wVm3SqzKM43nCSwViGAz0PJq9/ScFDOhioAcUWlAXUmBg+x/FKMzLj5F02Rp1nqA3D+DpOl4l/UiU1L9elMNguf705ql9RxGMTfIt1MPYnAfwVn5IjAwQuZexN7bv3Sbx/8coZLC739vnVbiP5210tE3jqL6cTA3MBPg2a9SEWXK+Bkz2JnITOgEE87y1nH1mPxYOYE3WzjGJf/u3f3t+PvfOW+bpitEp22a6A3BWousCdANSJg8xXPE9DABxTBIXLwHYAUjJPiZmIAzoAUCAWnniO/qQJ2eMQFFZE7DNXiLK+S3nOW7pmCVoKHw0NJo5AKuv1tOH+k49eVef5YDo1giaO4aMeoQ3gMsscV2EQGTnaxvVSF82mon3S2cAXlu9MEYAf4yWGAm8+HlL2vTXToI2jZH0aNkfvcwTbYjdAyjG0gte8IILlpn5P3Tt1A0oGEXGBNyBmTi9GC9GDavgvuglu6DleAv2OZZ3zAmjgu6IMcgnmPX0SJ69lTWMW9eTsXEU4cEmWVQ9veHX101/xhaA9z397sv2392HDCqGm/8JNPqU0difu+x3eSCMf9fK/6xxlpQGjksDMwEevcvqnBLJX4s8g3zq/JN+nMdmUgB4gB2gTT1xDJBLNpMNLwYKBAAQzxQIzmNDUOzxonlR2pIwxgC48sorxwQdwAW0eGa8Zt4ZgwCgKw+YAQPBHJjU2vh+QF+IQRY2LxLNyStzLgHgPG9hAZ5SAFA/gJmlUs5hkBgvj52XqX3lI0ABCLl32slcGb+hpXswaYHDmGQkzxMx/kz0dKdvGAFjcL7MfW3xqOgjY0w/M7a0AeQYA8aERaCX7GSXMt4tS/NiUAi5mNAZO8AY6NNzKxgYBkuur1AKIMhSMKBurO4PhoD+57G9yvLcowvghOJGv7f60p54ryWJRN9n7YQ3/rj/RxvKRH+Ozwud0Rk9tiKZEcvCKLPsa9FHmrruDAbXxngA8DxxrwhNMDD0m576UNfU+fIm3MuuPYMX29ImLk6dd9jj/i9XEc8/bPt13unVwMwsehMNCmxKHvSgB40T+tTvyx4/iVn0gEDGNsCSJT0lKGKeETFx0R2AtYxqnpfHmwSWxERq8xpLFxkJrQAUk3o8NZOWrF2enzgqQyJi8rZBS7/NsImxTZriJQZ4cq6wASNCZntbJ4YAiPJygXZYDWND7xo7UAX2JmIvY0cD06GJWSKc/puw+4RDiX8AynnqcK4nv80SZeg3+k4ZxoZlczyoJB5q217vDIL0WVY/QGMIRBgjxihsRSeS3oQqMCvAGIWPMQEUDDIg2wrAUqdYcZLu/H/ZqAg4RRhIaH4rCADjddddN9ZnzFgeSZB+nxJAiyZ3fi+MDUte6bq/9n1ZBiTa2D3gXpPl7b6J5H91lifKiG2fkQDUXDvtLiK29aVHSXItizjvXEap/xOMU4wN/y9Ymym2gmHdGpgYnRhB89o6Lb+53mFGTsuYVzVO97z/kcwpq6r3oHo4Zu3/acrP9OBNXPEkUrDez9eAScSkcpCYoCMuusQkseh4OuqZJSZQEx4BRgyuHtz91k+evE2TF/BwHgG2gAZdztvnAZrkQlMD6FD9yvfg7pi+oNfFSjE82uXBi++nHeUixg3sgKi4I0DLWn6gCmisoQZ2DCX66MEd0GIFAChDCrDO2yxGPbMmJgBgSRfjR2LT3t7emNzIqGn/Ef2DiI2jh41N+MKqBd4k/cfb12+ivXZnNXpmxLV1xgNmlATgrXdvy9CVcE1yOHjv0RUdCKnMekhKdO3dpOIazxLsQc8gzCrnmFUPNn1hHOpPO2kYN/YOmyHfAwthvBH3h/s59wN9uBfdK66zUAT9ToE3I3Iq/yRt9O8HrzPjNQAAQABJREFUGSx9ed+xKgF4/wNTept1bh0rDZwkDdzx33mSen2C+sq7N5nwLiMmT3Qvb2Uq1MGbvXU/kc8ED5R58L2gUr3Qla2hAKAzyTpH2zwyXg3A9LtJDfDqHwp5HmOTdgEPRkI4grFhjXk7rpTzDsACtgA2xoTfjIkHH4bCMYl7wh4R51slQHfCEIDF8s15AmzadlIWMKcvPDUAIwO7Fx6fvAP6bkW9Aff2eP+ZLqb00caUMQm86oj+YAkAIhEC4A1HjN/YrbhgDNBfK4wDzArwXIVgQXrRf3R/7iv3HQOOwRRxH7mvomtGpmOMN8lvCTldv7/cMPst5NzjfJfvwOCgS4zHrHvhOPtTbZUG1qWBAvh1afb2ep/97Geft5lFmkPx8ngkhQEzk04bP+U1Am3lxOzFDVuRTY9aN9kzGICEsmLlvBoxxhYI/MbjDFChfHnf6hWjxkagqB1nDLQefdrVX4YJENO3KTADsmf2EwqBjke/mkD1kQAxHiBQagEehdwKlkBcOWyC78blvCmx9zh6N2vHZ5XTdv/4VuUwVijwHtwlO8bb0/epMbdtoelQZnIh6FLyn/sgwoMURnB9gIzYuvfI3j7DABTVoz8S6ozbCgahF2yEOulZDgSPe55eUu9R3oG2NhL+ANa9Ucj4wwC4n8S19dM5lhO2YR1hok0CvGuT/IWj6KTOLQ1suwYK4I/hCvHYbt33xiOAXLa77GdeDrBEgaOMAzAmbzHvKQHOLYCj/onkK+DAQ/HeSsA9x4AdL5zHCMQAIxABvLxFYN6KfgeoeXL6HY8u5Ry7cj8BkPEBEGWYBxT9xpAQc7fmtxXeMype7gHR14C77z7rL6Eze8DzKmXUt56rp8FZNtYCynjS7X9QzrPA0HkYjlayCx5jhxev7xLjsiogZY3LWFHR+uMaEF666+D6JzZOX8IcYu4MO+B89uzZsXz++M3GNMYgnEKf9GOFgbABNsfmNnILsDdHFbrFGDBGppJFGU4MQDkfro14d8bZtg/MvVqhF8ZOJKsi8r3eSwOlgfVooAB+PXo9VyswkcQDlIAjMODB8E4dIyZ9oMoImJWhfa6y5gMPKZ5lc3gEGsYCULARTeslt+Xaz6hxoKGvAT9gLm4e4fUAgAC8eDmPmofbGg6y/dHpxslgEKttcwmEJSz5whS0wgiQ1R6AF6dGAfMSxd+FBNRlPGLDMSwkWekD0HWMXsSbAZZ+xbhIW3TsFeE5i+33ehc7txY7TAYwRpXzTiX66RMjjCEDZPVN3oTYfaSPfTPILDMEkjxhyWyJy/vOS9YPxoSXsT7taU9LdSM7g6WwPnwKiM8VXvADncmsZ4xoH+Xu+vRCT8IIubbAfdF4ubwJ9yLDhfTGXd9WfS8NlAZWo4FTDfDAxgRusgRI6xCeHXpZjBlooCbF3YEFmjVeKXBLJvysfgBLHisgAb4meqDWevHOUy+PkXcHhBYBeGOXpCUJL8KjNamrH9h4NgFqWQwf2MpGB3Qy5IEcYBPPtwlMdAnw9IX3BiAd55UGnNOWd0CszzxTIAc8bHVrUyF6wXjQpX6057t+YvUMD31Ncpo6lZ8SlLzzeKW86Hjm2jYWxksMsNRB/5ITxekBIgB3PeaJerOTn3p59HRBrHbA2liBYM9zBokxoOzdI8YJFIVXiDFOZYaPBQ7xhxEl6TN6Yyy5rrOWt2GXsE7LiuWDEjkZepiAM/vhm00INsQ+CnQolLDJMMEmxl9tnj4NnFqAtwzJTmImVBOvpK/Q46u+DQCN5V6toDFlJYtRAzYTJ0rdhA/sxF0ZAIQ3mv2rgYy17LwgAGwjktZLtWY6EyjgsFOaCRzQTAnPTTJUhLFh9zS6IQAJkFoCZZLWttwB/ZVshY2YRRUDdAAtFq8OYGofgBag1Y82R9ujn7XJ0KAHNHDrwSqbNf0+RwBg+krX0UfeU659N+Zs2mM5n+vjXPQxIGjrcZ4+JuQB1A8CducwrtpNe1yDlu2gUwwFQPc5Inat733yFyq9rS/lF3m3gQ/aH8C2SXTa7UMh7fdF6l6kDGbFa1PivnWPRST9+f+fyuhPuXovDZxkDazHbd1yjfDcedTAkseLsm2f6nQc3UfvXr+fTSxZDhBLYLMGGZUpAQgoEh6VDVPQul4m/iTgybQH8q1YghZvjOEi6c5StSnjBZBJAGNAoMcBNaPB8QhqXn+Jh3FY8gUggTu5cj8cMBVX1S6DAIshPs1oaet2PgaFQQPs1AOIgG9vCCgr4TAMge8k4O7zPFD3O3H+D//wD9/2Zf8vcOetZwy86ZZNwWBY794aQedOnvPB9cJgRFpwp1Mxf+30a8ozBt61rH+sgZ30GBgJoaTORd5v3N+0ileOKpdUyciKYC+05/pihrAz8/Z1yHkn7d0SvXbJn3sGC+Oem5eUedLGWf0tDbQaOJUAz2vhNUd8X4TKTvnDvKPieetTnrQs8nhOgI0XDciBcwA77aK8HQe0OSe/eQ/w+mzyAk68QrS0SbwVIMOoeMMb3jDqgKeNnufBAzZel5ivrVBlcGMDemEwCRkAZpKJsy/Hg0dRo9kJT90Lxd+GBwAOlmLW/ubGLVQwJcDSS329IQHELDcDmowj4rr06+/pngFoyZdQQYyaqTanjgNjOowAc3S9PnhnjCkjAW/WWmzXgMFlC2KG2mGBV7Km8BC9ejGmIlgSiZUYLfcTg7LXW8qe5HeMS4xU46APemX40H9tdHOSr271fUoDd8w+UyV28DhajreaXbl4WXlG8zqGazLhKQFqXp2HZCT+B8xtlgIUeZbxWoEMAEhSW/olro5i5f23tG5+Z6hYXqUeYIghUJelYc4RM0+dPBo08NQ2nSZF8VMJYDK/UZrzRPydZy/7HpWOBhUiaIVHL0ELYwHAGDEMCEDKm4rwdlHlMQZynMHCoJgSbARjJaGOthzgArIBSoYQdqSn/dHgMr+THNjWscxnoA1EhGO0awfDNnExdVkR4P7QnmuDlWEMtQ8mSVk68qIvDM0i4v5uV0T0cXwJlAlXLFLfSSxDX+5/97Fry7Cyr0NyYCQPMlJ7NuUkjrX6XBqIBk4lwPOq0JSoaKALbHsvLgpaxXuSrALetk0FIlgEnjXwjSeOupXAJrPdsiggGGEAKGdSSvn85h39bZtTngovXNZzyonzepCIcQMZRoDsaXF12dz9pK8+QAp0WmrZ8SkB2gyVGB4ACoC2tLKwSLsrm3Xc+sWrlFGelQFArj0vbRq7SZjR0otx8+6FA3iqvWAn7AUQsQXsLBBnIDAsWno95yz7rq88aGGgLJXr67AHO73F8NJ3jInnCjCYIsq5dsbhukr2m5cLoB4rNqIr15w4dhrFMkc6I0I0AXff6XTdLJ52SkoDx6mBnaToJX0BMpT4lABLSTff8i3fMlr0U+Xa4zw+HoAlXNZIT4kYOhCzPM6jURkUAXfnmLQTN1Y2IOw3xz3MBjAkyYqHRdThZWlYS/2OP+7/MWEBS8L7beu1LI0xIWlNHBsVG6/NsSladlFw1yb9ZFy+Z9IE+Na4S4aTMNiGR9Qvcx4487rFgGWyywkQC+8F6Mowx2QQeqAflDzGQPY3vU+JWDvdyOqOXvuyxtBO/v3v7fff+I3fGA0la+8DpPndtZJLwZByH9jPXvle6Mf9GKE396/3iLowAYyAXFfjnSeMPNR7vHdLGF33hCdyLuNCVjlDtDUo8vsuvmNMQtm7h9xPi27nu4v6qDHtpgZ2zoPnlUtWY43zYNDGAPOoYrK1U5cJUL0mTTQqsG8FBd9uAIIGlB0u1slLFgPnSSTmDKyAX0TdNq3hqQErgOghM7zxCADymFA7r5mwW1DN0q4ebAC8ZWeEZ452B/Ti+daBA1Z9X1QYMNgGiV8xAugG7a8tk6axCIWoHxPhmgClTKzaAljJwKfP1sOe1RdA6Jp6AWEMhGPawoT4joKVO4DKdrwVHru13gDTb4yNdk0+Q8exrMdvz81n58oRoGNhkIhEOCsj4ikzqPrYrnAMvbeCzaHLVoSPJIYZC8F80Ju2I4B5nsh3aO+NVtc5j9H14Ac/ePxq7Pa9ZwC1CWkpu0vvEjtdK7Q9pujqq68+z8japbHWWE6vBu5wG3ZEBzYnCQgbUvswkKMMEUCJowYwUPuy33sRI26pZfF3EydA5iFJZLLELGJ5XAt4gNHkiilA0aN3Ja8lCQsNb+c2YMhgaCdwdZqgbcbCW5snqEpeG/2gg7UVr3jWecYgfo4Cl/DFuGDIpF/OofckBKK4LT9jqADV0J+8SnUANCCsrqkHGymLpga2DKUIfQFFwC7pz6NGedDGwiDiJdu4h8FiPXsvDJJcxxgnKWPduV38bPaC4UDX98Ijpy/r2Fuho5byx8700sf7/U6H6U/Ku99ahoHR4f5rhQ4IQ4PB1gtDsl09wUjoxT3sniP6QB90uC1i+arQjbyJeQ8aOkx/GdAYDkmeffLpYeqrc0oD26aBnfPggUabqW4Z3CrExN8CoBgxr7cXMdFMmH4DtABqb29vnIglgbV0LKC2bzzKUB6AhDNUdRt7Vw9Qk1wnGdCENxXPNUGLfWMM5olyATdev6xxHh82AYDx9lqKOACkfZ4qkbsgX0AiH3pemcTf0cjG09aR/sja54kyUFpd5HfvgIexlvMZIwwDuuQ9o6vTVnuez4weBgwPWhIftoGhNUvoADBnfIwUS8liJFrdID+AoUHEwY3X770YT9gIv/ESW3bGWBk0s4Sn3oI/hoehmHYYfXIlGDLuRYDHoMFWMeoYUFZLtMv/GFnA2v1Fbwy/Xlwj4JatfbEZrWHRlz/O7xgKnnXEUlZskP+VktJAaeBgDeycB5+sbcCKKp211OpgtVxYgpcl+91Ea7I08fB8e1EOQPMcTbhASTyZJ8i7sxFNT0PzZmX2A1Weag/u2gBEPEKgxmud53Hwolsjo++j7z2w8gL1V8gAhQ8MWmbBOdr2UBybpSgnPCAXgV56Ywc9DpwtMQOgrYRmBsQJG7S/+8wwC+j6DvzQ73IMJCBOgbuy+h1m4cyZM2P2P2+N8dSLetIOYGOIAb0cY6jcuL+OPKLP7d4DyXhncAmjtOwN9kU/6NrLuKeum2TE1MvrlnHfi3uE8coQo3eGDtB3DKUPAFvGgR54qLL0JXYmLNTWy/ihVxn58hsYRVll0JbbxGfhgzarnRGTvQo20Z9qszRw0jSwcx48uheAylo2uffAc5QLpD5rhg8SHpYkKRuU6EcrJilJZZafRXjCiZkDQ+AczzVl8o7mBxoBgxw3mccjF5sWv50nAdm2DLBjhJjgeepAiecs7BDAi0fJiEBRS0wCDgFcfVc3z9HSJMaCWKclf73oc2uI8B7lBGBhLFli+CTZzdi8GHBixq3X3dZLL8AxCYp+k3SX5DZGlIQ3njWw1r8INgXt3WaZ03Vi6sphUZTTL33wu/utvx7KMhSUaXUtwx+r0IuMfvqW26EPSYDsy7XfsRKtjtxbDE8Mg2viulkWqX30vCV77slebEQknGEM/QN3+rLH+V0oik4iwL7PX8hv9V4aKA1cqIGdA3hDBOqrBPYL1bbYESDdTu45q6VxHWvjpIAU6AER3mOo05zr3cQuJotNAHq8QnSsVQPOl6TXJo6157afAaVs8mRl8wQT5wU0AAMYoah5Tr3RAOQdsz99JIYJD57YvY4Xj9UAqBHgLmlRnJ0kOZG+nMuQsSEM4wDoR4yPt8uTpyP60Q/18VAliMVL5uVKxuMJSqxTp994tAwvdHcrdKZO907CPMBWvD3iuNUXlvMJlQCcWeCe8gCTHiPRS763767hMuKhO4C8vdbuB0DOYMAWte1hJ1oPv20ryXztsU1/dn8LPwhrYVdcQ8ZfSWmgNLCYBnYS4Bcb+vpL8eRnJT+htoFDhFfYxmoBrnh/Cwwpm3eeW/ILeKWAUuzdhM+Dayf9nNO/Kxdwz2/6IutfaIOXytiQKQ5M2r28lfe78U1508pYGy+xUFgjy7UcB+Ri7MlrsFyx1RVqWRnes7Gmn6hofZR4iE0xXjkE+gKcbe/qOAOIJw7wSBiVZIyLs7fGkzYYKihvMesIA0b9Qj68YJ410JTsKO+gX6HBiAH+DAlgJNmP124s2ugT84QehCn87uE3yiwq7i9jTM6A8xhAdEH6WHrul/HHE/LHGBlpJaWB0sDyGiiAX15nC52RZLVs3xqAcnK/Pp+3xevKxGyyNxmH9p7VoN+BTmKSvPrr95f8iN8DHgAEbOJRz6pjVuKZtnm4gII4X2wZyPNGswzPb2LxsulT1jESwAfeiSWjiluA552hkIEg3bRgqw79IMb5qEc9ajR2xLctszM2IomN8LiNW/JfPG/H9SPCWALy4tQ8Zd5+m1UuKZHHa+19q3c6jJ4wGfGIXSvjkQgmFEGMA0hjByTcMbpkfgvHGCsjqd2YRh1+o2NUtAfz2C0Q7b+o0IGlmsaFxeCJ2zyIYECsZNAXYI/5OEni/4TRJ4/lzH54rKQ0UBpYTgMF8HP0JZnJZI9KXkZkiQMRIGXSl/VrH3cTOTq+r8+Tvlog5jWjfQM0zkFTop9NeuLe1sa31LF4r3YTIwfGtt8EwLxQnm+82YPG0gO2SRYNLiGLhxvhbWbnuRwDJHIK1GFjFzFhFLk+82qxDQRo6jORtT+1Bh9oCRvwgiPqRvk7B81u8rcKoAV3ZdtxAGrMCbFe3hI/44oxlIf7SDQEskDR+LACARdGgeuiLsLYCQPhGmIAkkvhdyyETWVmLdXzO7ocsLsuXvoDkM+ePevnhUXiI6bANWIwxHOXVGhfCPcN4J+XfW7Vggx/4xaTZ4xsUlwruRIxsBiZVmyUlAZKA4troAB+QlcmTR6fiRf4ymA32S8i4s4ANcI75YUCBJN3++hYIGUnuXiszhH3lZWNfgVSfpO13sdoAZV15sAclSleGQFOnn6W9eMmeWAbgE057/G422PtZ+3zFBOfz2+zNlphlKCcZWOLvUdQ2UA5O8jZOhfoE8DWGh8MHG0C1LSderzz4m0gw0hA3wonGMNB42jrENu3BwEv3HrxxOMlGNLrK17xihEUecFJ9GKIWDFAh/roumEgGBYMg17oAuhOCcPNdQpzozyDIfsGCEUsKlnG15fHLoRh6H/LdyENY4tgIVwr98+mxD4EjK8IVgmDUlIaKA0sroEC+EZXvG0TO4+X5xNq1gQvYcuGGL2YjHkZADiC7m09OfTx1INaeNy8q9b7BNgm7JYq52Hy4sWqI+La2UzF9rWS6wLgqGTfs+RJzB/F3cb6Uw+6XJ9DWfexf3qJJ5VzvMeTnXWMp28DmggdAmMeIi9Y7JwAN0Dejp9BBUDR2gDeZC8unq1rb9xftpZroz65B7Oy9NP2rHfAy4tvdx1MOVvlYj9aoVe79glV0Dv2IZ49I8H3NsxgjJIp5+1nj+HgcfP+AbtlcDxVxgeDh3GHlXF91inCSIyNMEba8j+wSYCXMe/aRvwPlZQGSgPLaeCONSjLnbdzpU2maE4TO8BoPS8gg2ZuReyb1+dlSRmgCM0eYENJS/ayHnpKxLH7CVyGOMBuhSGwt7d3gRefMpaCXXnllfk6vosBi+smbsxr5uUCVNQ3wJfEBqgBv35MUbMt3X1eIxNfePe9oaAoQyLgbkxi84nrx1NWji7pnQBOxkqSxHomxW5n7bnjSc0f4GncrcwC9vb39rO+SM7DHIjTu08s18uDSwA5fbYiP0LC3zyJ4Sj/gt7tbyCkAszoxD2HMVi3YFISatAW9insyrrbnqqfrol70vWWqFlSGigNLKeBAvjb9WUpVpvYxoMyafPEgDA6NsKb43mJh/NATYji9Tw8YrctMc0XvvCFI8C2GfOpI+8oWgYAYyDCY9ZGe8xvgFib4rQBO8cBAwrcdrgt0PFyxeq1b38A1DkmAa3MQ+JdAq9QxIDFRN9O9upfRHoA9V0sd56YxBkWib8nec45fX3KuBbEGvlWGGMxBnKcR2ocgMoT9hg62A/5DzZ9kcG/qGAM6IauGDquj3X1qGw722Fv+ux43ueirAK2grHQG5HuwSRRLtrXw5TD8tjYiKFCP3Tlnt+kyPdg5LqHhAvmPUBok/2stksD26yBouhvvzrAIADiEIDgndvli/cWr9NvKFWZzi0lC2RCGyuD5vWaJWh9kz+w4BECWl5K6HVev4lWsprd8lqqMjF7RoUkJNQ9bxTozJIslwPi4tZ52pyyPPseSHn0QgHWvwO0RYUxJJtdPJ0AXOOcJ0ICLTPAoAHyYv1yEEzs9Mxo4THTkWM89lmiD7LU5ThgKYxZkhvAYvzwioVgZGUvI7fuZ8XTU9tX5zO45D1IZpMD0QrdMcQW2bCGrniq7f2kLoDb7jHQ1r/qz5gUr20SG914lZQGSgOH00AB/O16A04e8ILGRiNLTBIDD/DHy1UcADEAWjH5z0q0asv4LK4soQm4MigknQEdWeISuvTDciY0MMEEACleHkBBe4dyd47feORtwhugdEy51ujoAUr97TEgJuFK8plx65fvjAflgK/jgLbdfEY9AI6XC4wBlrFJ6uPhMlAkjDk3YtxYj1a0Ywc8YyWuh3bkKJw5c2Y8JjaclQLjgeaPPjJiWiaAQeM6JumRF89AYAAsKowt4+mNKHpO4iHjwqtNFmzzMtq2GDb6I5avXiAm/s6DNwb6BezuAfkYJaWB0kBp4DAaKIq+0ZoNQwCShLrrr7/+HNA0RcaPJm6eNe8SsAEv25VmeVJfvv2OJg9AA2weL5pa5jwwBeiJPzqPN48xsAzM+uYWkIEJr8+5ofNR/rLKMQQtoLZ9mPqsbgArwZCxAbwkXqVNLAbPHjWtPeP1Yhjwjo1HmxgFmejAlgcrvMFrbiloBglAbIXRxEjQHv0+7nGPG42hdime0EgL4M53HYCha9D/RqcBd2X1Nfr3vRc6lQyIBchzDPQdW2JsrjcjBvUvzGGVAuNDvVn2lzqxP71YLmm9vtUPwiZhWNxvVk3Im1AGM7PpOHjf9/peGigNnCwNlAffXa/2YSHdT+d9NUHztAFCS98DD3FyVPesdbtAEziGjreTWQ9K5zW0/wVoqwuzICapTYCiDvFoy7x4uYBM7DK7tYlbWh4Xqp3XikGYJwBdGEC/2o1pnCMebOMWrACQiwERA0AZoI094HkyFAJgjks645nKOZAtbhytMBIAKGBlCEVHtphV3vjtpW4JIyA0Zlnt6Hz9mSVJhMtvro/VEMaozmyWk9/9xsOnB9ns6sVE2Iwo19v45FdgUNJHmf5WDuzt7Y3XXnkUOzbDNROz91nGepgAdWMX5EkQIZldFCyMe8YDf3qjbhfHW2MqDWyLBgrgj3AlUKmt8DRtJgLwUPqWddk/O2LpnOVgwA/VDthtVnPQOuWcD1hkkwMXWdq8vIQKZO7zYIEMsJGEB/CBSisMgxaQ29/ymRd/9uzZ8x5fikr2CuWv3oBbzvOOPgdoHmVKPwF45X22QkHSW4wO/TEGsfOXvvSlozdu/XNbN5YCu4IB8DhUMXUgiW3x2NhZhlT6lJyAfPeecAYQFtNvr6OExSwXw0gwNAA8ET6J0G3bR+MRR7ejXCse52o/hYC68UbopF1OmeO79G5VwItf/OLxejNUMVRhm3ZpnDWW0sA2amAtAC9OCowCPr6TdpvObVTGUfsEWNv4sMeaBuCBFg+QlyrGLHOZ93bxxGYiANo+7tiBrGXXPwxD/1xvQIEOZmC0y/v68fDKDwJ350iOQ70rH+E9A6dZgJkyedcGPTiHEeM8oQahD8dbzx24AgArDyJYiIACL5dhEENB+ALwehFGlBCFtmYJ1qJNUmzLAGVGQwvwaPGsydfvtNOe5zN6Xt/oXjkAfub2PIG2bOuxO97qn8Fk3/9dFWyJZae5J42XsZOtdHd13DWu0sC2aGA2r3mE3kkgEnPNLlToVlSnXajaDO4jNLG1p5rsW0EDx0OTmQ7cCWBh9AS02nN8dh7AQxfLbJYBPiV5LCsgyUQ6qywQasGFkYFt4HX24tqJdSfZjaEmgRDboJ5ZAux6EU/nwaHRMRbqbcFded5574ELOxjzLIPQ+S3oAtY2AbLvA4+fAF8vXiTRX8YGGr0Vy+eMm+El9CHM0Mtb3vKW0bAIuKtDKICBxYijO8mafldHrxs6RFVjYMThIwyRNt8gx0/iO6Znbz9c0V5v123K2DqJY6w+lwa2XQMr9eD9M6Nf22VIEsTscQ3U0MjJNBffvXF/fTGxzGhbE4pMzl4HxQ6NTyY0CjISL9jxm266KYfHd4An3qxML2jdNiFNrPfKbhMb54iJz0rkauvTd4AlAayPv3sQjGz2XmTmM8wkr5mQ7bhmm1zMgbh7AJV3jG4FsoyLGHWpzxg9lx3otcyG3/XJvQCA431jLBhBYup0AOx6owl9rrx+MTx8dr9NGR5i9mLA2AjLEe1VIIlOO+rGsKD8wzYxKhgm9C+PIkZOxuQd6LvehNHEMzW+dr8DVL22sTrA34qBGFje/a8oI5dD0iYD2Pp89VqDLg9AvbPuj7HhI/6xgY6cCKEG+74L+axS5IG4fhmzurF6jNZ1jSn9z72w7nbS3q69r/O+2zVd9eMx35oT+3mrL7fq77nn+3pXCvDiv55sJa5JTB6oWWKibK15E3UoYJY9xWyj6FdeU/3jrcgcv3V/vXQrJn3g43wJb9kIRxmec2sItee1SXuOixmbKHsjA5XMSGiNAeW1R9/AmIdsmVe/JM114dECWdR5BNDJkufpMswiqPn2iXeOMwCAEuNj6oa2xSyqVtnE752r37x7nrp4vTG6P/RdeEIoYlad8heAnz6LiVv21utFe5b6AXYUMS8aWBPPBGBUCEOoXxkgHE9fGWEFCXxTImfCJBgmQR3i8YA5HjgjiM4BuO1mgSivPtsBq9t4XR/3TUvV+7+xRJFRRR+rFpsd0UvuG/+zkjFdo1WJ+7UFd/ealR3ztu5dVduZ7Nahu1X1cZvrob/S3eGv0CZ01/6vtT1fGcCbMHnlvC/UMwpahnI7SbfekK05sy2qCc1Et42izybzeK3AgwfHYxUPNil6Tvqb3/zmc2NlwZ09e3bcMAZQGtvePl0J4HlKbgCT7NSYrY9uRfvOTXZ8flNXKOcc0x/gDUiS2CUZrTWulGVEyGoGbp4Lnz3qtaVOoMgAw65YGtev6TYJ6D+9MAqiH+fyQnPdvQM/3q2np+kHnar3xn0GR4Z8uytfxpG+53vetWnc1sgThmKS4nxnVBlXbngGjGz51pjS1/RPX3nYU9dCnb0wKtwDxmXssvp5p1lVoDz9Wj6Zeo2fMeO+MDb6w3AwFiyBbEXfPGNAOz3z0ZY77GeJmgF3ddDHO97xjnPJntr2/yt80OZ/LNOeezjGjuutHtct+limrmXL+v9ipB1HW8v27SSU53ys4747CWM/ah/NB/6vw/Adtb5Fz59iq1YG8DpiYrV7F2CwVMwknjgz780/3UkWEwbgI7xGXg9614QSwPCbpXD9pC1Oa032rfveGu80G6Qo3wvvsfV4gWYAqy2rDlnePGiggVq345u1572n2J7nH9je3vrNGLFeXeITitwx688jvGWecr/EDv2M6tZ2wN05+iEkcfPNN5/TiZtdCAag+x3IAxn9nwXu6gF8DD9lo1vJdL1elW1FLgJvPfkO+mZJXXueGH/of+ADeJYR97GxyJXwj5UkPUYbUHZM+KMPn/BiGRP6I7SQVRD6C/BzjX2eesTsMv2cKsuwtk9Brps8EUmDBG3P6DNJ6Y9rbBvkZcVKCuM34ZkH9vYN3JLSQGngeDWwMoA3IXsRIGaCI8BCPNVk3T/udCxwgv6IrwPbgJRYLRpWjBkNi7I1ofXeboYIWIEfb4kRNCuJTNmz+14eCpsAIAALUCM8cnWoi8GB+mVIyT5nGFhrDmgAEcDm4bYWJeu83WvcZGxsxkWMIV4xEFB3n8AnuQ9I99vRirF6XC6d+E37+qGvrdAVkAOGwCSiPE/4ec973miotHuxYyb68IXztOOeo3cUfs9WMFJshIMiZpjJC+ChGhvwcX8uK0C43zOBwdIvk+vrZej1++DbEhmoMoKN3//ROreN9b/JABM2kExIH/EALMFsvTfhk8MAvHsdq1VSGigNbE4DKwP4dgittc4T8ehTE5fXSRbeLrAKEJqQHYvHy6sTa7/qqqtmDpNHpKx4NoOH1wwMe9EGEPewDUBydh/woztxcBujAEWeH29f/BpdDNiwCjwndDgQAxaMCZnsaFnboqKUW6BkLGRM+hJwT7/U3YuEOv1A6Ud8BrCMEnkYvFXH6ISB0JalC+OX/OdBLfHS1SX2jw1iALQAz6DqhWHCqFAfnQpliHu3IOo3jBJaHbtBv9u0ooMO5CrYwY4B6X/GdV+nPOc5zxm8emGAZJmg3/rEzL58fS8NlAa2VwNrAfh+uCb8XRDZ5MDWrmQ8YhNzkggBd4B+aqxiwe1GKuhQnlrv3TqfzmbtbGZtfTxe9HZPcasTTc+bbZkEoZMpEStmELQg35ZluKTN9jjAFlsF5LxuCVQS9AiA0n+MAsPC0smEa/yuPNBHl6P/Q6kDejS7cxklQgD0zMBhmPSCvWjjyUIP1saj5NsYrLFlyWJfxzZ8x5ocxlNedd/dOxgFYQuGUbbr1Y57XnzecYxSjM5V96HqKw2UBlajgd1A3tXo4sBagJY90gE1AVDoTk8U420eJECypcrR1D31fVAdQDTJS7PKol7tOzDLOJhV3soHsWNifCbvXoAjpqL35MWgsQzaNA7rv3mgs4QR0ArDREihfRBMftd/CYzGwJhCv2Me0Mm9iB23a6v1CXUuoQ0tH/0CLGGDkvkaYLBJusQKCeMkNu++sALBtXDfChthS6au9/xW6tfSQGngODRQAL+klk1+PJeWUpaBvgjA27xGtrVJkvfLi203OlmkK8IfaGmJXTzUth/OtwmLNffAViJVT/U6h1cmCU/82fKwngVIP8SrxWY9/Q7NLjkMs8BQAbjixmKtSTzMebPeUfetBw0wUMGAnAff0u+o9giq3mtKbDeL6ucBe8n4J7LmJQ3aYEifsSsto6EMY0uugvwJYQlr4tvlcsqcRnEv9/ezfAv3eeLz7ivMzqKG5GnUY425NLBpDRTAL3kFeIdAL/QvcBS3PEjEwWW88yoBJ8B77GMfO4LPQee2v4u586wC7r3XHY9V4pkEQMAc4XkB9ewoxwCYJ7w3CVjJ6D4KhWyTHPvJ9/2VN2AJmfh42ANxd6zAPGBPv9HzgNuYhC+sJIhgHRybEmvPMQQRa88vv/zyC7Lf8/sq3+VvyKJn5GAgbDjU5kWssq1V1MWQbHMoWiZqFfVXHaWB0sDqNVAAv6ROAaRHh8o8B7YSlc7sL3+aJ7K1eblJXrNGGIUMgKYEAHgUKXrcOvuUlZCGAYjnjgXwOXWnPnR6HyO1TwFvts8yzzn9u7h4Pzb7AKDVgbAku6mVAH1dgFdWtSxz52eJFoDzaFrHY5x4ZwzNAngx4OxDYF+A6667bkyu055r0T8Pvu9H+71PIKNH4zsOEdrBMMSoEfqx8c+6xP3kKX7aFBqRmLiMuH4MEPeZ+wqDFMNvmXqqbGmgNHB8GiiAP4Su0bpeswQ9zvu85JJLxh3klJERD1gDauLEnvw2RW/yjkyoktKAsV3brLc3wYp5BtzVLSMcI9DS7GhzXnG/SUmS1ZzXSx928DvjggER0Z+WjkdtS87rjYCU79+VQ8lrC3uAibDjHM8Qo5EH2RgjfbUCCK04AO50ggmwYqBN3GMYAOgs12zPn/UZm9Iu5aJHKz6OQ4w54K69frnhqvuAmaAb944ljpb05UFIi7TlmggNyfTXb/dXf40WqafKlAZKA8engYuOr6mT3xKP1rak7cTcjsq6YpOm3dl4aMCIAOE2GQlAiRdPCS8VnQ5glQV8wJR4PGrio7z6rIPXhgQ8XtX1118/Pnq1rx+gAkllvVoB/q0AYWCsLU92Mx5tZ1MXZfXN8q5lhCFiGZ+YrgQ/fZawpS06kqMgq99zC1qxdM4KAW0S16BnLcT41bWoYA48395KCAl8HmW7qHGwaBtT5WSq557w3u60N3XOUY4ziGIY0pvkyGXFPeHa6Xt//yxbV5UvDZQG1q+B892k9bd3YluQKb+3tzcCLzBEBbferVivtddAOYJyBYpofd66DVd4177zgKYE+GfyV8bkHIPAVsD6wasHdnZ3k0Bm0gW2ALn33Nt2vvEbv3F8eAxDRVZ5ANESNEYFal98Hz0uUc+GM4DPuEzwbRwWYCwTN2a4WPqm39gMzEaWGeoX1oIXDmzbdvQflR+AynhC6ec7w8CyvGWEYeF13GLZIB1Yn89IsznROsWeCUly5Hnz4EtKA6WB3dbAnfY9oQvXRR3zmGVN95P1MXdhsjmTof5J5Ir3CHxkZ8vgJrLSZW8DyFYkqVn3HpGFbGcwQAy0xdgTW0+ZvNtr3WYxEvp4lUmIs9zsyv214dEX0AXoPCoTuFgrOpbXfZDIiLYZDlCXiU6MFQ2btflXXHHFeU/Ck/HOA7TsjPECqKaEUZJ18MoA7njd+v2UpzxlzMSfOr89bmMaSXE5n/5sf6v/EcYPFmVXhDGYrPWjjknOhPADA5BRKDSyLMXOwLLTnfuDwSdPIjvgHbV/qzzfvSXk0y6fXGX9u17XKu+7XddVPz6GtDn0uJNQ/R+6br2UB99rZMZ3O721AsjjDTnu9xbcxXJR2cC8Fft6S64zOQIo3qzH684SHvXVV189GhUBW+VMsAF33026QE77AT/0t+VyniLXizDD05/+9DHUgA5Hk8sXyLnK27pVzJ/Yt9zSwNywjBx76h9GtBdA1u956/n7+j00RsY8Q4fBY4meXAaUsZUNJvV2U5b+/NP+nUF22OsW3XlyoMfMhqVi4LZPIky5ei8NlAa2QwMF8AtcB4AZ7z3F22QslLt9zgO8wJsneabLrgdumRwRJ7Lap0TSFQrXE/nUF1Fn/wz31rhQrgX7nJd3oJ9+Akg0fAvuyuXJcj5bMcBYYJXymOctO1N+nui70ABd8h558MvIwx/+8HHb3SxRpBtsiDX08gtmWbDL1F9l52vAfZH7V8llDLT5NdevpYHSwDo0UEl2C2iVh5gYuOK8xXaDGgloksIsf7NWXIY8MOsFuLax5X5nuJTnFYlJ8+B50AE0vwNcgK8/3sXAtZm4tdi93ABGxyyxtC8CaPulYn5rH3SiHcvaGAL62z6lLvUs8s57zONilRdSWGT/gNStbbFqW9G+9KUvHYQOJOyhYl2LAvdoan3v7t82N4TRV1IaKA1srwbKg1/g2tjJzUNebN8JmKy3boFSFYska9k33TrkW/fXscuaBla9oNDRz/Gy0f2ofnQ+EUPl3QsLAH7f7SqnPFqdZ8woQLPzbK1V53lH0Nu86D5hze/a8hQ78dmIDXra59DbrlSC4bLZ5sbNuAnb4DNGYwrkrYuXOW8MxiL2z9iIXhga9tdvjZH0eRvfGVI2HhKjm5cEuY19T58kAnpOgGV2kjBn3b8pW++lgdLA5jVQAL/ANQCaYucobd7xMpnjbfVA7eUvf3l76ILP6HKgzQggvGwghxoF/oBOYh4Qj/zRH/3R6M3KpNcGwI9krbrlaOQlL3nJuLGMmDqKNevnecB2VrMBCqCPyPKWcR1vDUCb4JcFeBQ64ygAL57u2CzRZptVvre3NxpVxhYR4phKUEyZbXmX7OVBRfosac6GM3koz7b0cZF+uC9+/Md/fJGiVaY0UBrYAg0URb/EReC1zwN3u6p5yhbwu+GGG5ao+Y6iEtFkOYdyZlxYr5116HaOA/gRS9j8LkQgJs27zrPklQGokuQiQNbDZeQM2LhE5rkle57AZo18u/TPOZKzWsBnGOQBJKlzkXdPjdOGcIfxWUEwK4yhLkvi2uxsbUpafMxjHjMuq2Os2Ob37NmzizS98TIYGQZNsmslW5aUBkoDpYF1a6A8+BVo2H7m1snbiCXZ5vZe52UfZgMTmfJA1/7q6HHZyijuCKrfvunEw1HaGL0lTC0g8xqnjBKGwEHLyhgcwg/oWGvWxfutNz+MoPe9pkQ4QCZ8n7zF67WnPjr+qquuGj3hKWp/qu5NHu/XnAP7TUiy6K2aKCkNlAZ2XwMF8Ee8xja3kfTVPy9djPsoEzkws42q7UV53a20ACjJrAV4CX5JtLOJjQe8tBn/bT0HfZahbkmdbH6xbzFwIQYMAqp/laJ+nr22GCXoeLFq3jp2IhvyMDhOmkiWxOhgR1zLZbaIXdVYba1s1QZjSYIiNqWkNFAa2G0NFMAf8frKeO/BXZXo2DZO3jYj7i3GDrx464BcfD/7ujMOrO9Wrl/CBiTs+BZ58pOfPIhRA1+Z5ompo7gZHodhENQNCHjrbTKeHACivwwJmfWrEsaEmHpWFmgXKNlM56SLkI28BfkQ2BRhnOMUrI4NkhhPRBgHk9I+V+A4+1NtlQZKA8ejgQL4I+pZTNkuYRE0Nq9ZklgbR87vMuCBlqV2MsHF2EPrS3JDmVt3z3O3K10rvFp0uR3dIrxDG+F48AovMclwJnMe22EBHtCKkbdsQdqU8Jc+59hR323/24YW6KXd9/6o9W/6fMBua+BNSFiRtC0vI2CfY/VeGigN7J4GKsnuiNeU90xQyJLPeEt2/JpKRONxy6rOevIWKDEB4u6EAdCLbV9tmdv/Zn0yo6IFSB5wMuf7ehb5jvqX0AdoI9rlZcvkX4X3p48SAHnvxmXbW2NkWBgPFqPk6BqwJ4LQhuvneto/4bB5FEfvTdVQGigNHJcG7pi9j6vFHWtHFjq6GsUOEPuEqn641kGj5yMmWzFnky/PWNa6OnivPK2s+1YebT6VMGetuw1pLHOzzE4yGuA/rOjXT/3UTw3Pfe5zR9oc2DI+hAJ87o2MZdth4NjMx/pw4wdCEux4ucadmPuy9Vb5CzXgnrGX//X7TxlkQDGe2g1rLjyjjpQGSgO7oIEC+O4qAmv7zEvwWnStNzBaFJAe//jHjwAvVm6y9ZQ5SWtodrvUAU5xdnFu2fmvfvWrx+VsvGZbu1puNiUy760hP6oAWHS/jX2AwVQuwWHbkS1vb/k2tGHTGlvilmd5WK3OP0+4qA3tzC9dv5YGSgO7oIEC+OYqWh9u1zTxZyDnee4PechDmhJH/yj+jjq3q5kNaaYeG4tuB/5exy0eP4s2l+AnIUvG/NTWt4fpmwfstOCuDkxFy1Ycpt46pzRQGigNlAbu0EAB/B26GK699trhAx/4wLkjdu1aNcCrHHW+DH0OaGXbe/QsD/cBD3jA2E+ge1BI4NxgFvyAWbDRTLL3Zc7bNlZbqPTXve51I61uZ7apPIODmtJnBkz7AB/Lx9otcQ+qo36/UAMSLbEuwkbtsxIuLFlHSgOlgdOggQL45iqj2dtd4novsyl6rB/t2sajlpCHxhY/FSPHNKDyz8x4sM1hOyjG3m4B2ybuPfOZzxxjubL7gb3Nfeyet6zY29/z6o0BU8Jose98m9C3bJ2nvbz8BZsRSdSUIGk7XGGQktJAaeD0auDCVO3Tq4sxBm74dnjzkrS2DcKLTrY9r9cSp6wXlzi1SrFcDZNBGA68wec///mj1y4nAIAAd+JZ8lMCuK+55pqRqUD5hxFQXhv2zwdKwiDG0BoVU3XW8WkNCHtkPwb3y8/+7M9OF65fSgOlgVOhgfLgm8tsAxJr0CXZefSrNe7HJbLw7Yqnbcl2aPiIR8H+zd/8Tb6e936U3fLOq6j5YiMdW+MKV1hexbNmVADmPF6W9x1AaU4991EWP8qYYYIFAPa21Y1gISqhLto4+rvrlKWXast1OnrNVUNpoDRwUjVwp31v7DZ3bIMjsDnLtiZYATcbzKxzYxBAKeEuu8aJR4t7h/4WE7eNays21AGyN95440jJtr+t67MH1Ng21lI/erHmXz9myeWXXz7cfPPN535iMOlryeIa8MAhSyMXESEc2xtbIulf2sN8GIanUaxEEaaw30TJ8hpY5r5bvvbdPsPcmIdKHedIrZLJA8radsuDb7Wxoc92nHNjJObPmLBcLwBvCZnYeGhua+Q9gMaSu6l18esYiu1N7YxnPbyNaSzzmxIMhIebMFpMuBVfn9LUao57GI9Ng27d32PBfgyWVZaUBkoDp1sDBfBbcP15G7zxCDBswwPWxaO0A/Di8LLwjwvcgbS4Lop+0b0B9vb2RpofO2FPgcT1M8Z6X70GeO9eJaWB0kBpgAYK4LfgPkClik/bqtXSM57yQx/60HM9sxYexX3LLbeMnrxcgTZGf67gGj4InYinywHQvoeWMDjsgS9GL9nPQ1R6ekgZFD4vfx15AmsYalVZGigNlAZ2SgMVgz/gch5HDL7tgqS0F73oRSNo2rbWJjP6IK4qziphjUd8XGL3PGvfs2YdFYwGzp75mAfL3toEuvRNWKEAPtpY/n0qFuopga95zWtG4+pVr3rVyvdCWL6n23VGxeCPdj2m7ruj1Xo6zq4Y/Om4zocepb3k7R5nmRlg/4Ef+IFxTTMgnbdN7aEbPOBE9HzAXVHZ2UIKAXiGx9vf/vYDaqmfV6UB4O5Z7u4P8qQnPWkA8rW3/Ko0XPWUBnZHA1tB0fNKe4p3W1QMWPUP2B6HeJxsJu9sbLNJ3VjDbv27B+EAEbkBDA10vX6i4h/96EfPvH70ts3X9jiu51HaoO/+2kvIzP2hboaWpMzjysc4yniO69zks/S6O672T3o7s+67kz6m4+o/9ghrmRVRx9XuVDvHg1pTrd9+nIfYP/v8gFOO7efjpuhtMfqOd7zj3A0isW7RpVLrUIonx9km97Wvfe2YQf/Upz51NHYYH7L+L7vssoERMKuPKHo3/Kzf1tHXXasTQPW68+AfT4bLslK5EYysvtyu6WKZ8bjnbJxUOllGa3eUnXXf3fFrfZqnAf+LsMz8eJximdwsqRj8LK00x44b4CWtSapDfV966aVjPH7q4jXdXPlHG+7wFC25OqxUDP6wmrvtvFkTLc/g2c9+9pijIfFS7oOQSckdGqgY/B26OMynWffdYeo5jedUDP40XvUlxszzkJW+SZHk93M/93Mj9YtRsO2pSbNk8xpwHWYlNG6+Z9WD0kBpYNs0ULP2tl2RDffnrW996/CjP/qj4xPlJNTddNNNIz2/4W5V86WB0kBpoDSwpAYK4JdU2K4XFz+yoU1EAte8PedTrt5LA6WB0kBpYLs0UAC/Xddj472xxj4PmNEZySIS7UpKA6WB0kBp4GRpYCuy6E+Wyna7t3IAXvnKV44b7Fji9pjHPGaw931JaaA0UBooDZwsDRTAn6zrdSy9tdTjWc961rG0VY2UBkoDpYHSwHo0UBT9evRatZYGSgOlgdJAaWCjGiiA36j6q/HSQGmgNFAaKA2sRwMF8OvRa9VaGigNlAZKA6WBjWqgAH6j6q/GSwOlgdJAaaA0sB4NFMCvR69Va2mgNFAaKA2UBjaqgQL4jaq/Gi8NlAZKA6WB0sB6NFAAvx69Vq2lgdJAaaA0UBrYqAYK4Deq/mq8NFAaKA2UBkoD69FAAfx69Fq1lgZKA6WB0kBpYKMaKIDfqPqr8dJAaaA0UBooDaxHAwXw69Fr1VoaKA2UBkoDpYGNaqAAfqPqr8ZLA6WB0kBpoDSwHg0UwK9Hr1VraaA0UBooDZQGNqqBAviNqn97Gn//+98/vOtd79qeDlVPSgOlgdJAaeBIGiiAP5L6duPkN77xjcMjHvGI4Yorrhge9rCHDf/zP/+zGwOrUZQGSgOlgVOsgQL4U3zxDf1973vf8IQnPGG45ZZbhne/+93DO9/5zuGnf/qnT7lWavilgdJAaeDka6AA/uRfwyON4D/+4z+G+9znPufq+N///d/h1ltvPfe9PpQGSgOlgdLAydRAAfzJvG4r6/W97nWv4d73vvdwl7vcZazzoosuGr75m795ZfVXRaWB0kBpoDSwGQ3cNqtvpu1qdQs0ANBf9rKXDddee+3wwQ9+cHjkIx853O9+99uCnlUXSgOlgdJAaeAoGiiAP4r2duTcu971rsM111yzI6OpYZQGSgOlgdIADRRFX/dBaaA0UBooDZQGdlADBfA7eFFrSKWB0kBpoDRQGiiAr3ugNFAaKA2UBkoDO6iBAvgdvKg1pNJAaaA0UBooDRTA1z1QGigNlAZKA6WBHdRAAfwOXtQaUmmgNFAaKA2UBgrg6x4oDZQGSgOlgdLADmrgTv9vXzY9Ltul2iJ1W8VmMB/+8Ie3tXtb26/3vOc9w1//9V8PD3zgA7e2j9vcsTvf+c7Dhz70oW3u4lb2zcOS3vSmNw0PfehDt7J/296puu8Of4U8uOv+97//cI973OPwlRzizI/8yI8c7n73u19w5lYA/AW9qgM7oYHXv/71ww033DDulLcTA6pBnAgNvPe97x0e8pCHDG9729tORH+rk7ujgcsuu2x48YtfPNz3vvfdikEVRb8Vl6E6URooDZQGSgOlgdVq4M57+7LaKqu20sBtGvioj/qo4XM+53OGz/qszyqVlAaOTQMenHTxxRcPl1xyybG1WQ2VBmjgMz7jM4ZLL710uNvd7rYVCimKfisuQ3WiNFAaKA2UBkoDq9VAPWxmtfqs2hoNvPvd7x7+6Z/+afi8z/u8QaJiSWnguDTwj//4j2NTn/Ipn3JcTVY7p1wDf/Znfzb83//936iFM2fODBjMTUvNupu+Ajva/q/92q8N119//fCHf/iHwwte8IIdHWUNaxs1YJL9vu/7vvHe28b+VZ92TwNWbjzvec8bfvu3f3t8/cu//MtWDLI8+K24DLvXiXve857DM5/5zHF54dOe9rTdG2CNaGs18DM/8zPDZ3/2Z29t/6pju6eBv/qrvxq+7Mu+bHjc4x43fPzHf/zWDLAAfmsuxW515Eu+5EuGd77zncPzn//84dGPfvRuDa5Gs7Ua+OM//uPBOu7P//zP39o+Vsd2TwN//ud/Prz1rW8d/v3f/334+7//+3He++iP/uiND7SS7DZ+CXa7A6iqZzzjGcOP/diPDR/7sR+724Ot0W1UA//1X/81fPd3f/fwHd/xHcOb3/zm4a53vevwTd/0TVsRC92oYqrxtWvARm32jPuIj/iI4ZWvfOWYRf+1X/u1a2/3oAYqBn+Qhur3Q2ngJ3/yJ4d//dd/HVD1Ep3EqEpKA+vUgNj7l37pl46x91tuuWVAm9ols6Q0sG4N/O7v/u7wp3/6p2Mz//3f/701zkx58Ou+8qe0/j/4gz8YfumXfmlAU93rXvcanvSkJ51STdSwN6GBV7/61YPtO7/qq75qE81Xm6dMA1YLSSYWfzfnPeUpTxnvv02roQB+01dgh9tHWaGu0FYlpYHSQGlg1zXwwQ9+cKvmuwL4Xb/janylgdJAaaA0cCo1UDH4U3nZa9ClgdJAaaA0sOsaKIDf9Stc4ysNlAZKA6WBU6mBAvhTedlr0LuiATkOi8oHPvCBnV3N8M///M/ntgldVB9VrjSw6xoogN/1K1zj20oN/Mqv/Mrw2Mc+9kh9sy3mF3/xF59Xx8te9rLxmKf4/ciP/Mh5v33rt37ruFb3vINzvtz73vceAOeU2HvbpjKWQeZ1+eWXD7feeuvUKWs7bonSC1/4wrXVXxWXBk6iBgrgT+JVqz6fag1YnQDMnvCEJwyydiOA9Qd/8AeH17/+9cNb3vKW4Sd+4ieGt7/97ePPNt+47LLLVv4YS4/H9GCXvL7oi75o3KI4fTqu9wc/+MGDpZmWK5WUBkoDt2mgAL7uhNLAhjXwl3/5l8NVV1013Pe+9x142ba9JDbMePzjHz/uq/41X/M145rud73rXcN//ud/Dn/xF38x/PIv//J5Pbd7Gw/6Ez/xE4dP/uRPHq644orhta997VhmbzkNgcAAAAVqSURBVG/vHGMwVa/NiOz8Zh937EI2J8IUPPGJTxz32vZkwO///u8/r932y4Me9KDh/e9//3jojW984/AFX/AF47PZv+EbvmHc+MgPti5++tOfPnzap33aOFabhDzgAQ8Yy37nd37nyDK8973vHR71qEeNOrGPggd5EGuNv+u7vmv4wi/8wuF+97vf8Au/8AvjcX8e/vCH14ONzmmjPpQGhqEAvu6C0sCGNcATB1hve9vbhi//8i8/5wEDZZtm2NP/6quvHjyhz25tjr3kJS8ZPuETPuG8nvPgP/VTP/XcMbT5P/zDPwzve9/7xmMpP1UvEPWIS+098pGPHIAssQXsz//8z4+MwE033TS86U1vGl71qleNvzECfPfCGKiDkUCAuAe/oPI/8zM/c3jFK14xHv+7v/u78f33fu/3xuPaspXxn/zJn4weuPDFDTfcMNz//vcfGQhtYibs8y1k8Ju/+ZvDb/3Wbw3KAfu//du/HetjXDBySkoDpYHbNFAPm6k7oTSwQQ0ALQ9IecMb3jBcdNFFI+3+vd/7vaMXDMhe9KIXjXuq82Zb8J7VZeAvJt7KXe5ylxEkecGRqXpvvPHG4bnPfe7YHo/7qU99ak4ZPDyI9070BcDyzv/t3/5tuPbaa8fjmANPDmSMYCHe8573jAwCFgFrwChInV//9V8/3Oc+9xmA96d/+qePW8yqhCFBHvGIR4wP72A0eOTwne50p3PbzmImGCteD3zgA8dwhPqM8eabbx7Prz+lgdLAMBTA111QGtigBgDyx33cx53b/QrIi7EDft70hz70obF3AM5rngDK7IetHA8ciKaOnDtVr4z8u93tbmMxD2ppHw6kjxFGgz6ST/qkTxp+9Vd/NT+de+dpO+fSSy8dj3n/6q/+6nO/pz67HGIkIsIPxilBUN4AdoPB8Iu/+Ivn2sy5zmn74vuHP/xhbyWlgdLAvgaKoq/boDSwQQ3c/e53HySIBSR/53d+Z+yNDPav+7qvG2ltnvnrXve6kW6f19Wv+IqvGMt5gh/PGoXtGdUS39Dkkal6lfX8APL7v//757WHgrfMjrHwmte8Zqw39c1651mj78XWedc+Z2xteX2TGCeUQL7ne75nHLM2fuiHfmgMV9hTnrFCD4Su9EN/1KktYozqKykNlAZu00B58HUnlAY2rIHnPOc5wzXXXDNcd911I62d+LbEuyc/+cnjs80l2aHoW2+37/bFF188JuVJ1rvHPe4xPuAHjU54uliBj/mYjxkT+mbVK36OGhf7xiy0tD52AJA6Lk9A8l9rNPR94YULL3jIEG8fIL/85S/vi43fJc4xAojEO30zzmc961kjA4FxsBxQjgExDuOSG8AIwFIQKwb6ZYPjD/WnNHBKNVB70Z/SC1/D3j4N8LpbWtxyN+vZZbUDtUsuuWRIgtq83qO5ATHPN8J4AJqy1A+ql2fc0uC//uu/Pib1ocmBKiNhGYlhcdA5Hu3aGjCMAscYKxEZ/FYIfNu3fduYKyCUEPnKr/zK0ahIWCDH6700cFo1UB78ab3yNe6t00AL7joHoGWYP+xhDxssVZPAtojweHt5xjOeMWABJLkdVG8L7m09jIZlwd35i57TgrvztNeCu2ORfozWwDOACtyjoXovDQxDefB1F5QGtlgDPFjx8M/93M8dbCpzFJFhrg4Avky9mAVL7c6cOXOU5ldyrli9cIPkvlaMTRjhnve8Z3u4PpcGTrUGCuBP9eWvwZcGSgOlgdLArmqgsuh39crWuEoDpYHSQGngVGugAP5UX/4afGmgNFAaKA3sqgYK4Hf1yta4SgOlgdJAaeBUa6AA/lRf/hp8aaA0UBooDeyqBv4/h1HG/YKSFFEAAAAASUVORK5CYII=" style="display: block; margin: auto;" /> --- background-image: url(https://d33wubrfki0l68.cloudfront.net/0ab849ed51b0b866ef6895c253d3899f4926d397/dbf0f/images/hex-ggplot2.png) background-size: 75px background-position: 93% 8% ## Elementos estéticos (*Aesthetic*) Decíamos que los elementos estéticos corresponden a propiedades visuales de nuestro gráfico. Estos permiten mapear variables en propiedades estéticas que podemos ver. Algunas propiedades de los elementos son: `size`, `colour`, `shape`. -- Por ejemplo, imaginemos que nos interesa identificar por color los distintos continentes en el gráfico (`continent`). ```r # ¿Qué falta donde estan los "..."? ggplot(data = gapminder) + geom_point(mapping = aes(x = log10(gdpPercap), y = lifeExp, colour = ...)) ``` --- background-image: url(https://d33wubrfki0l68.cloudfront.net/0ab849ed51b0b866ef6895c253d3899f4926d397/dbf0f/images/hex-ggplot2.png) background-size: 75px background-position: 93% 8% ## Elementos estéticos (*Aesthetic*) ```r # alpha controla la transparencia ggplot(data = gapminder) + geom_point(mapping = aes(x = log10(gdpPercap), y = lifeExp, colour = continent, alpha = (1/3))) ``` <img src="data:image/png;base64,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" style="display: block; margin: auto;" /> --- background-image: url(https://d33wubrfki0l68.cloudfront.net/0ab849ed51b0b866ef6895c253d3899f4926d397/dbf0f/images/hex-ggplot2.png) background-size: 75px background-position: 93% 8% ## Elementos estéticos (*Aesthetic*) Para mapear una propiedad estética a una variable, es necesario asociar el nombre de esta propiedad a la variable dentro del argumento `aes()`. -- `ggplot` automáticamente asignará un valor único a la propiedad estética (en este caso un único color) a cada valor único de la variable. Este proceso es conocido como *scaling* (escalamiento). -- También es posible fijar una propiedad estética de manera manual a cada `geom`. Por ejemplo, se podría hacer que todos los puntos del gráfico fueran rojos. ??? Por defecto se agrega una leyenda que relaciona qué niveles de la propiedad estética corresponden a cada valor. --- background-image: url(https://d33wubrfki0l68.cloudfront.net/0ab849ed51b0b866ef6895c253d3899f4926d397/dbf0f/images/hex-ggplot2.png) background-size: 75px background-position: 93% 8% ## Elementos estéticos (*Aesthetic*) ```r ggplot(data = gapminder) + geom_point(mapping = aes(x = log10(gdpPercap), y = lifeExp), colour = "red") ``` <img src="data:image/png;base64,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" style="display: block; margin: auto;" /> ¿Notan una diferencia con el código del gráfico anterior? --- background-image: url(https://d33wubrfki0l68.cloudfront.net/0ab849ed51b0b866ef6895c253d3899f4926d397/dbf0f/images/hex-ggplot2.png) background-size: 75px background-position: 93% 8% ## Elementos estéticos (*Aesthetic*) En este caso el color no reporta información sobre alguna variable, sino que sólo cambia la apariencia del gráfico. Para fijar un parámetro estético de manera manual se debe dejar este como un argumento de la función `geom`, y no de la función `aes()`. -- ### mini-taller 3 ¿Qué ocurre si vinculas una propiedad estética a algo como `aes(colour = pop > mean(pop))`? --- background-image: url(https://d33wubrfki0l68.cloudfront.net/0ab849ed51b0b866ef6895c253d3899f4926d397/dbf0f/images/hex-ggplot2.png) background-size: 75px background-position: 93% 8% ## mini-taller 3 ```r ggplot(data = gapminder) + geom_point(mapping = aes(x = log10(gdpPercap), y = lifeExp, colour = pop > mean(pop))) ``` <img src="data:image/png;base64,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" style="display: block; margin: auto;" /> -- Para entender mejor el código, puedes desglosarlo. Corre, por ejemplo, `gapminder$pop > mean(gapminder$pop)`. --- background-image: url(https://d33wubrfki0l68.cloudfront.net/0ab849ed51b0b866ef6895c253d3899f4926d397/dbf0f/images/hex-ggplot2.png) background-size: 75px background-position: 93% 8% ## mini-taller 3 - Solución `R` resuelve este código el que corresponde a un vector con valores lógicos (`TRUE` y `FALSE`). En este gráfico se diferencia por color entre aquellos países que en determinado año tuvieron una población mayor al promedio mundial, respecto de los que no cumplen esta condición. --- background-image: url(https://d33wubrfki0l68.cloudfront.net/0ab849ed51b0b866ef6895c253d3899f4926d397/dbf0f/images/hex-ggplot2.png) background-size: 75px background-position: 93% 8% ## no tan mini-taller 4 ¿Cómo representarías en el gráfico la relación entre PIB per cápita, esperanza de vida y tamaño de la población? Pista: ¿Qué otras propiedades estéticas encontramos en `aes()`? *¡5 minutos!* --- background-image: url(https://d33wubrfki0l68.cloudfront.net/0ab849ed51b0b866ef6895c253d3899f4926d397/dbf0f/images/hex-ggplot2.png) background-size: 75px background-position: 93% 8% ## no tan mini-taller 4 - Solución ```r ggplot(data = gapminder) + geom_point(mapping = aes(x = log10(gdpPercap), y = lifeExp, size = pop, colour = continent, alpha = 1/3)) ``` <img src="data:image/png;base64,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" style="display: block; margin: auto;" /> --- background-image: url(https://d33wubrfki0l68.cloudfront.net/0ab849ed51b0b866ef6895c253d3899f4926d397/dbf0f/images/hex-ggplot2.png) background-size: 75px background-position: 93% 8% ## `ggplot2`: Gráficos como objetos A diferencia de los gráficos creados con `R` base, los gráficos creados con `ggplot2` se pueden guardar como objeto. ```r esperanza_pib <- ggplot(data = gapminder) + geom_point(mapping = aes(x = log10(gdpPercap), y = lifeExp, size = pop, colour = continent, alpha = 1/3)) ``` --- background-image: url(https://d33wubrfki0l68.cloudfront.net/0ab849ed51b0b866ef6895c253d3899f4926d397/dbf0f/images/hex-ggplot2.png) background-size: 75px background-position: 93% 8% ## `ggplot2`: Gráficos como objetos Para verlo es necesario imprimirlo. ```r esperanza_pib ``` <img src="data:image/png;base64,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" style="display: block; margin: auto;" /> --- background-image: url(https://d33wubrfki0l68.cloudfront.net/0ab849ed51b0b866ef6895c253d3899f4926d397/dbf0f/images/hex-ggplot2.png) background-size: 75px background-position: 93% 8% ## `ggplot2`: Gráficos como objetos Esto significa que no tenemos que agregar desde un principio todas las características que queremos para nuestro gráfico. Podemos ir construyéndolo de a poco, sobreescribiendo el objeto inicial, lo que finalmente puede resultar en un código más ordenado y fácil de entender. ```r esperanza_pib <- esperanza_pib + geom(...) + scale_x_continuous(...) ``` --- background-image: url(https://d33wubrfki0l68.cloudfront.net/0ab849ed51b0b866ef6895c253d3899f4926d397/dbf0f/images/hex-ggplot2.png) background-size: 75px background-position: 93% 8% ## Transformaciones estadísticas (`Stat`) **`stat`**: Comúnmente representa un resumen estadístico de estos. Un ejemplo de `stat` es `smooth`, la que implica una media condicional suavizada de *y* dado *x* -- Cada `geom` tiene un `stat` por defecto, por lo que muchas veces no tendremos que indicarlo en nuestro código (`R` ya "sabe" qué hacer, aunque esto no siempre es lo que queremos ver en nuestro gráfico...). -- En el caso del gráfico de dispersión que estamos usando el `stat` por defecto es `identity`. ¿A qué crees que se refiera? ```r geom_point(mapping = aes(...), stat = "identity") ``` --- background-image: url(https://d33wubrfki0l68.cloudfront.net/0ab849ed51b0b866ef6895c253d3899f4926d397/dbf0f/images/hex-ggplot2.png) background-size: 75px background-position: 93% 8% ## Transformaciones estadísticas (`Stat`) `stat = "identity"` implica que los datos que se representan en el gráfico corresponden exactamente a los datos que tenemos en nuestra base de datos. -- En este caso, lo que queremos ver es cómo se ubican los países (como puntos en un gráfico) de acuerdo a un sistema de coordenadas definido por los valores de `x = log10(PIB per cápita)` e `y = Esperanza de vida` que tenemos originalmente en nuestros datos. ¿Qué pasa si queremos ver ahora la media condicional suavizada de *y* dado *x*? --- background-image: url(https://d33wubrfki0l68.cloudfront.net/0ab849ed51b0b866ef6895c253d3899f4926d397/dbf0f/images/hex-ggplot2.png) background-size: 75px background-position: 93% 8% ## Transformaciones estadísticas (`Stat`) `geom_smooth` es otra manera de especificar qué queremos ver en un gráfico. Particularmente, nos permite ver si existe algún patrón en la distribución de dos variables. La transformación estadística que utiliza es `smooth`, la que por defecto ajusta a los datos un modelo aditivo generalizado (GAM). -- ¡Estos valores no están originalmente en nuestros datos! Este `stat` permite calcular nuevos valores para nuestro gráfico. --- background-image: url(https://d33wubrfki0l68.cloudfront.net/0ab849ed51b0b866ef6895c253d3899f4926d397/dbf0f/images/hex-ggplot2.png) background-size: 75px background-position: 93% 8% ## Transformaciones estadísticas (`Stat`) ```r ggplot(data = gapminder) + geom_point(mapping = aes(x = log10(gdpPercap), y = lifeExp, colour = continent, size = pop)) + geom_smooth(mapping = aes(x = log10(gdpPercap), y = lifeExp)) ``` <img src="data:image/png;base64,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" style="display: block; margin: auto;" /> --- background-image: url(https://d33wubrfki0l68.cloudfront.net/0ab849ed51b0b866ef6895c253d3899f4926d397/dbf0f/images/hex-ggplot2.png) background-size: 75px background-position: 93% 8% ## Transformaciones estadísticas (`Stat`) `geom_smooth` utiliza `stat_smooth` por defecto. `stat_smooth` también puede ser un argumento de nuestro gráfico, el cual también tiene por defecto un `geom`. -- Gracias a esta característica, muchas veces se puede usar `geom` o `stat` de manera intercambiable. ```r ggplot(data = gapminder) + geom_point(mapping = aes(x = log10(gdpPercap), y = lifeExp, colour = continent, size = pop)) + stat_smooth(mapping = aes(x = log10(gdpPercap), y = lifeExp)) ``` --- background-image: url(https://d33wubrfki0l68.cloudfront.net/0ab849ed51b0b866ef6895c253d3899f4926d397/dbf0f/images/hex-ggplot2.png) background-size: 75px background-position: 93% 8% ## Transformaciones estadísticas (`Stat`) <img src="data:image/png;base64,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" style="display: block; margin: auto;" /> ??? Es posible cambiar el método de ajuste con el argumento `method` de `geom_smooth`. ggplot(data = gapminder) + geom_point(mapping = aes(x = log10(gdpPercap), y = lifeExp, colour = continent, size = pop)) + stat_smooth(mapping = aes(x = log10(gdpPercap), y = lifeExp), method = "lm") --- background-image: url(https://d33wubrfki0l68.cloudfront.net/0ab849ed51b0b866ef6895c253d3899f4926d397/dbf0f/images/hex-ggplot2.png) background-size: 75px background-position: 93% 8% ## Elementos geométricos (`Geom`) Hasta ahora hemos visto dos: `geom_point` y `geom_smooth`. Pero existen muchos más: Alguno ejemplos son: - `geom_line` - `geom_bar` - `geom_density` - `geom_boxplot` - `geom_histogram` - Y muchas [más](https://ggplot2.tidyverse.org/reference/)! --- background-image: url(https://d33wubrfki0l68.cloudfront.net/0ab849ed51b0b866ef6895c253d3899f4926d397/dbf0f/images/hex-ggplot2.png) background-size: 75px background-position: 93% 8% ## Elementos geométricos (`Geom`) Hasta ahora para mostrar diferentes objetos geométricos en un mismo gráfico, hemos agregado múltiples `geom` a la función `ggplot()`. ```r ggplot(data = gapminder) + geom_point(mapping = aes(x = log10(gdpPercap), y = lifeExp, colour = continent, size = pop)) + geom_smooth(mapping = aes(x = log10(gdpPercap), y = lifeExp)) ``` Sin embargo, esto hace que nuestro código sea un poco repetitivo. -- En `ggplot` es posible fijar un conjunto de propiedades estéticas de manera global para todo un gráfico. Al mismo tiempo, se pueden agregar otras capas que utilicen otras propiedades e incluso otros datos. ```r ggplot(data = gapminder, mapping = aes(x = log10(gdpPercap), y = lifeExp)) + geom_point(mapping = aes(colour = continent, size = pop)) + geom_smooth() ``` ??? Cada especificación local (a nivel de `geom`) anula para esa capa las propiedades globales. Las capas en este sentido son independientes entre sí. --- background-image: url(https://d33wubrfki0l68.cloudfront.net/0ab849ed51b0b866ef6895c253d3899f4926d397/dbf0f/images/hex-ggplot2.png) background-size: 75px background-position: 93% 8% ## Gráficos de barras (`geom_bar`) Aunque los gráficos de barra pueden parecer sencillos, resultan ser un ejemplo muy claro para entender la transformación estadística. -- Para este ejemplo utilizaremos la **ENUSC 2017**. ```r library(haven) enusc <- read_sav("data/Base de Datos - XIV ENUSC 2017.sav") %>% filter(Kish == 1) %>% select(enc_region, rph_sexo, VP_DC, VA_DC, rph_edad, P13_1_1) %>% mutate(sexo = haven::as_factor(rph_sexo), region = haven::as_factor(enc_region), vic_hog = haven::as_factor(VA_DC), edad = as.numeric(rph_edad)) ``` --- background-image: url(https://d33wubrfki0l68.cloudfront.net/0ab849ed51b0b866ef6895c253d3899f4926d397/dbf0f/images/hex-ggplot2.png) background-size: 75px background-position: 93% 8% ## Gráficos de barras (`geom_bar`) El siguiente gráfico muestra el total muestral de victimizados por sexo (Victimización personal). ```r enusc %>% filter(VP_DC == 1) %>% ggplot() + geom_bar(mapping = aes(x = sexo)) ``` <img 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" style="display: block; margin: auto;" /> -- ¿De donde proviene la variable `count`? --- background-image: url(https://d33wubrfki0l68.cloudfront.net/0ab849ed51b0b866ef6895c253d3899f4926d397/dbf0f/images/hex-ggplot2.png) background-size: 75px background-position: 93% 8% ## Gráficos de barras (`geom_bar`) Muchos gráficos, como los de dispersión, utilizan los valores en bruto de nuestros datos. -- Otros tipos de gráficos calculan nuevos valores: - Gráficos de barra, histogramas, compartimentan los datos y luego grafican cuantos casos caen en cada uno de estos compartimentos. - Para los diagramas de caja (boxplots) se calcula un resumen estadístico de los datos, los que luego son graficados de acuerdo a un formato.  --- background-image: url(https://d33wubrfki0l68.cloudfront.net/0ab849ed51b0b866ef6895c253d3899f4926d397/dbf0f/images/hex-ggplot2.png) background-size: 75px background-position: 93% 8% ## Gráficos de barras (`geom_bar`) Para saber que `stat` usa cada `geom` puedes revisar el valor por defecto, preguntando por ejemplo `?geom_bar` -- En algunos casos puede que quieras utilizar otro `stat` en vez del que viene por defecto. -- background-image: url(https://d33wubrfki0l68.cloudfront.net/0ab849ed51b0b866ef6895c253d3899f4926d397/dbf0f/images/hex-ggplot2.png) background-size: 75px background-position: 93% 8% ### mini-taller 5 Utilizando el siguiente conjunto de datos, crea un gráfico similar al que ya vimos. Este conjunto de datos tiene la variable `freq`, que indica el número total victimizados ppor sexo. ```r demo <- tribble( ~sexo, ~freq, "Hombre", 1059, "Mujer", 1608 ) ``` --- background-image: url(https://d33wubrfki0l68.cloudfront.net/0ab849ed51b0b866ef6895c253d3899f4926d397/dbf0f/images/hex-ggplot2.png) background-size: 75px background-position: 93% 8% ## mini-taller 5 - Solución ```r ggplot(data = demo) + geom_bar(mapping = aes(x = sexo, y = freq), stat = "identity") ``` <!-- --> --- background-image: url(https://d33wubrfki0l68.cloudfront.net/0ab849ed51b0b866ef6895c253d3899f4926d397/dbf0f/images/hex-ggplot2.png) background-size: 75px background-position: 93% 8% ## Gráficos de barras (`geom_bar`) Otra manera de cambiar el seteo por defecto, es cambiar la variable calculada. Para ver este aspecto de `geom_bar`, vamos a `?geom_bar` de la ayuda de `R`. -- Cambiando en la variable y a `..prop..` es posible mostrar la proporción por grupo ```r enusc %>% filter(VP_DC == 1) %>% ggplot() + geom_bar(mapping = aes(x = sexo, y = ..prop.., group = 1)) ``` <!-- --> --- background-image: url(https://d33wubrfki0l68.cloudfront.net/0ab849ed51b0b866ef6895c253d3899f4926d397/dbf0f/images/hex-ggplot2.png) background-size: 75px background-position: 93% 8% ## Gráficos de barras (`geom_bar`) ¿Para qué sirve el argumento `group = 1`? [R for Data Science Solutions](https://jrnold.github.io/r4ds-exercise-solutions/data-visualisation.html#exercise-3.7.4.) [Respuesta en StackOverflow](https://stackoverflow.com/questions/39878813/ggplot-geom-bar-meaning-of-aesgroup-1/39879232#39879232) -- Alguien más curioso también pudo haberse preguntado, y ¿por qué se usa `..prop..`? ¿Qué son esos puntos? -- [Respuesta en StackOverflow](https://stackoverflow.com/questions/17502808/double-dots-in-a-ggplot) --- background-image: url(https://d33wubrfki0l68.cloudfront.net/0ab849ed51b0b866ef6895c253d3899f4926d397/dbf0f/images/hex-ggplot2.png) background-size: 75px background-position: 93% 8% ## Gráficos de barras (`geom_bar`) Para colorear un gráfico de barras se puede usar la propiedad visual `colour` o `fill`. -- .pull-left[ ```r ggplot(data = enusc) + geom_bar(mapping = aes(x = sexo, fill = vic_hog)) ``` <!-- --> ] .pull-right[ ```r ggplot(data = enusc) + geom_bar(mapping = aes(x = sexo, colour = vic_hog)) ``` <!-- --> ] --- background-image: url(https://d33wubrfki0l68.cloudfront.net/0ab849ed51b0b866ef6895c253d3899f4926d397/dbf0f/images/hex-ggplot2.png) background-size: 75px background-position: 93% 8% ## Gráfico de barras El apilamiento es la ejecutado por defecto por el ajuste de posición especificado por el argumento `position = stack`. Existen otras para este tipo de gráficos: - `position = "fill"` - `position = "dodge"` (Existen más! Pero no todas aplican para los gráficos de barra. Ej. `position = "jitter"` para `geom_point`). --- background-image: url(https://d33wubrfki0l68.cloudfront.net/0ab849ed51b0b866ef6895c253d3899f4926d397/dbf0f/images/hex-ggplot2.png) background-size: 75px background-position: 93% 8% ## mini-taller 6 Revisa qué hace cada uno de ajustes de posición para el gráfico anterior (`?geom_bar`). A continuación, el código para partir: ```r ggplot(data = enusc) + geom_bar(mapping = aes(x = sexo, fill = vic_hog), position = ...) ``` --- background-image: url(https://d33wubrfki0l68.cloudfront.net/0ab849ed51b0b866ef6895c253d3899f4926d397/dbf0f/images/hex-ggplot2.png) background-size: 75px background-position: 93% 8% ## mini-taller 6 - Solución - `position = "fill"`: es como el apilamiento, pero hace que cada barra apilada tenga la misma altura. ```r ggplot(data = enusc) + geom_bar(mapping = aes(x = sexo, fill = vic_hog), position = "fill") ``` <!-- --> --- background-image: url(https://d33wubrfki0l68.cloudfront.net/0ab849ed51b0b866ef6895c253d3899f4926d397/dbf0f/images/hex-ggplot2.png) background-size: 75px background-position: 93% 8% ## mini-taller 6 - Solución - `position = "dodge"`: ubica los objetos uno al lado del otro. ```r ggplot(data = enusc) + geom_bar(mapping = aes(x = sexo, fill = vic_hog), position = "dodge") ``` <!-- --> --- background-image: url(https://d33wubrfki0l68.cloudfront.net/0ab849ed51b0b866ef6895c253d3899f4926d397/dbf0f/images/hex-ggplot2.png) background-size: 75px background-position: 93% 8% ## Escalas (`scales`) Hasta ahora con los argumentos `mapping = aes()` solamente hemos especificado que una variable debe ser mapeada a un elemento estético. -- No le hemos dicho a `R` cómo hacer específicamente esta transformación. Ej. En los gráficos anteriores no hemos dicho en ningún caso qué mínimo y máximo usar en los ejes *x* e *y*, en qué puntos deben aparecer las etiquetas en los ejes, cuál es el título de cada eje, etc. -- La conversión entre las unidades en que vienen los datos (pesos, sexo, etc.) a unidades gráficas se denomina escalado, y es realizada por los argumentos `scales`. -- Los siguientes argumentos son los más comunes entre las escalas de `ggplot2`: - **`name`**: argumento que da el nombre al eje o el título de la leyenda. - **`limits`**: mínimo y máximo de una escala. - **`breaks`**: los puntos a lo largo de la escala donde las etiquetas deben aparecer. - **`labels`**: las etiquetas que deberían aparecer en cada corte. --- background-image: url(https://d33wubrfki0l68.cloudfront.net/0ab849ed51b0b866ef6895c253d3899f4926d397/dbf0f/images/hex-ggplot2.png) background-size: 75px background-position: 93% 8% ## Escalas (`scales`) ¿Se acuerdan de este gráfico? ```r ggplot(data = gapminder, mapping = aes(x = log10(gdpPercap), y = lifeExp)) + geom_point(mapping = aes(colour = continent, size = pop)) ``` <img src="data:image/png;base64,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" style="display: block; margin: auto;" /> Especifiquemos con más claridad cómo cada variable debe ser mapeada como un elemento estético. --- background-image: url(https://d33wubrfki0l68.cloudfront.net/0ab849ed51b0b866ef6895c253d3899f4926d397/dbf0f/images/hex-ggplot2.png) background-size: 75px background-position: 93% 8% ## Escalas (`scales`) ```r ggplot(data = gapminder, mapping = aes(x = gdpPercap, y = lifeExp)) + geom_point(mapping = aes(colour = continent, size = pop)) + * scale_x_log10(name = "PIB per capita") + * scale_y_continuous(name = "Esperanza de vida", * breaks = seq(20,90,10)) ``` <img src="data:image/png;base64,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" style="display: block; margin: auto;" /> --- background-image: url(https://d33wubrfki0l68.cloudfront.net/0ab849ed51b0b866ef6895c253d3899f4926d397/dbf0f/images/hex-ggplot2.png) background-size: 75px background-position: 93% 8% ## Pequeño bonus: *Themes* Hay distintos temas para elegir. Para un lista, click [aquí](https://ggplot2.tidyverse.org/reference/ggtheme.html) ```r ggplot(data = gapminder, mapping = aes(x = gdpPercap, y = lifeExp)) + geom_point(mapping = aes(colour = continent, size = pop)) + scale_x_log10(name = "PIB per capita") + scale_y_continuous(name = "Esperanza de vida") + * theme_classic() ``` <img src="data:image/png;base64,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" style="display: block; margin: auto;" /> --- background-image: url(https://d33wubrfki0l68.cloudfront.net/0ab849ed51b0b866ef6895c253d3899f4926d397/dbf0f/images/hex-ggplot2.png) background-size: 75px background-position: 93% 8% ## Pequeño bonus: *Facets* ```r ggplot(data = gapminder, mapping = aes(x = gdpPercap, y = lifeExp, colour = country)) + geom_point(aes(size = pop), show.legend = FALSE) + scale_colour_manual(values = country_colors) + scale_x_log10(name = "PIB per capita") + scale_y_continuous(name = "Esperanza de vida") + * facet_wrap(~continent) ``` <img src="data:image/png;base64,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" style="display: block; margin: auto;" /> --- background-image: url(https://d33wubrfki0l68.cloudfront.net/0ab849ed51b0b866ef6895c253d3899f4926d397/dbf0f/images/hex-ggplot2.png) background-size: 75px background-position: 93% 8% ## Gramática de los gráficos ¿Hace un poco más de sentido? ```r ggplot(data = <DATA>) + <GEOM_FUNCTION>( mapping = aes(<MAPPINGS>), stat = <STAT>, position = <POSITION> ) + <FACET_FUNCTION> + <SCALE_FUNCTION> + <THEME_FUNCTION> ``` --- background-image: url(https://d33wubrfki0l68.cloudfront.net/0ab849ed51b0b866ef6895c253d3899f4926d397/dbf0f/images/hex-ggplot2.png) background-size: 75px background-position: 93% 8% ## ¿Y como guardamos los gráficos? No guardes gráficos usando el mouse 🐭. -- La función `ggsave()` del paquete `ggplot2` permite resolver esto fácilmente. -- - Si el gráfico está en tu pantalla: ```r ggsave("carpeta/para/graficos/nombre.png") ``` - Si tu gráfico está asignado a un objeto: ```r ggsave(grafico1, file = "carpeta/para/graficos/nombre.png") ``` - Si quieres especificar un tamaño: ```r ggsave(file = "carpeta/para/graficos/nombre.png", width = 6, height = 4) ``` - También puedes usar otro formato (pdf, jpg , entre otros) ```r ggsave("carpeta/para/graficos/nombre.pdf") ``` --- background-image: url(https://d33wubrfki0l68.cloudfront.net/0ab849ed51b0b866ef6895c253d3899f4926d397/dbf0f/images/hex-ggplot2.png) background-size: 75px background-position: 93% 8% ## ¡Último desafío! ¡Replicar el gráfico de Joy of Stats! Para esto necesitaremos la librería `gganimate`. También hay otras librerías para conseguir lo mismo (`plotly`). -- Vamos a partir guardando nuestro gráfico en un objeto. ```r p <- ggplot(gapminder, aes(gdpPercap, lifeExp, color = continent)) + geom_point(aes(size = pop), show.legend = FALSE) + scale_y_continuous(breaks = seq(20,90,10)) + scale_size(range = c(2,12)) + scale_x_log10() ``` --- background-image: url(https://i0.wp.com/www.data-imaginist.com/assets/images/gganimate_logo_small.png?w=456&ssl=1) background-size: 75px background-position: 93% 8% ## ¡Último desafío! ¡Aquí viene el código para animarlo! ```r library(gganimate) p + labs(title = 'Año: {frame_time}', x = 'PIB per capita', y = 'Esperanza de vida') + transition_time(year) + ease_aes('linear') ``` --- background-image: url(https://i0.wp.com/www.data-imaginist.com/assets/images/gganimate_logo_small.png?w=456&ssl=1) background-size: 75px background-position: 93% 8% ## ¡Último desafío! <!-- --> --- ## Ejercicios para la casa! 🏠 ### Ejercicio 1 Utilizando la base de datos de la **ENUSC 2017**, grafica la victimización personal por tramos de edad. Utiliza como referencia los siguientes tramos: - 15 a 19 años - 20 a 35 años - 36 a 45 años - 46 a 55 años - 56 a 65 años - 66 años y más Utiliza el tipo de gráfico que creas sea el más adecuado para mostrar estos datos. - Considera solo los datos a nivel muestral y descriptivo. - Recuerda que debes filtrar tus datos por el informante Kish. --- ## Ejercicios para la casa! 🏠 ### Ejercicio 2 Compara en un solo gráfico el porcentaje de personas víctimas de un delito (victimización personal) por región y el porcentaje de personas que creen serán nuevamente víctimas de un delito en los próximos 12 meses. - Considera solo los datos a nivel muestral y descriptivo. - Recuerda que debes filtrar tus datos por el informante Kish. - 👀: La pregunta P13_1_1 tiene valores `NA`. --- ## Ejercicios para la casa! 🏠 ### Ejercicio 2 **Puedes usar si quieres el siguiente código para partir** ```r # Convertir p13 en factor y VP_DC en factor enusc$p13 <- as_factor(enusc$P13_1_1) enusc$vic_per <- as_factor(enusc$VP_DC) # Dejar como NA categorías distintas a Si y No enusc$p13[enusc$p13 != "Si" & enusc$p13 != "No"] <- NA # Borrar niveles que ahora son NA con fct_drop de forcats enusc$p13 <- fct_drop(enusc$p13, c("No sabe", "Sin dato", "No responde")) # Calcular percepción P13 por región enusc %>% filter(!is.na(p13)) %>% group_by(region, p13) %>% summarise(total = n()) %>% mutate(perc_vic = 100 * (total/ sum(total))) ```